{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "a7ca1eb3-d292-4b9e-96d3-7c9db77469bc",
   "metadata": {},
   "source": [
    "# Anomaly (novelty) Detection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "0146e88a-db37-41c0-bace-791b339e92a9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: pandas in /opt/conda/lib/python3.11/site-packages (2.1.1)\n",
      "Requirement already satisfied: numpy in /opt/conda/lib/python3.11/site-packages (1.24.4)\n",
      "Requirement already satisfied: matplotlib in /opt/conda/lib/python3.11/site-packages (3.8.0)\n",
      "Requirement already satisfied: seaborn in /opt/conda/lib/python3.11/site-packages (0.13.0)\n",
      "Requirement already satisfied: scipy in /opt/conda/lib/python3.11/site-packages (1.11.3)\n",
      "Requirement already satisfied: pyod in /opt/conda/lib/python3.11/site-packages (2.0.1)\n",
      "Requirement already satisfied: scikit-learn in /opt/conda/lib/python3.11/site-packages (1.3.1)\n",
      "Requirement already satisfied: python-dateutil>=2.8.2 in /opt/conda/lib/python3.11/site-packages (from pandas) (2.8.2)\n",
      "Requirement already satisfied: pytz>=2020.1 in /opt/conda/lib/python3.11/site-packages (from pandas) (2023.3.post1)\n",
      "Requirement already satisfied: tzdata>=2022.1 in /opt/conda/lib/python3.11/site-packages (from pandas) (2023.3)\n",
      "Requirement already satisfied: contourpy>=1.0.1 in /opt/conda/lib/python3.11/site-packages (from matplotlib) (1.1.1)\n",
      "Requirement already satisfied: cycler>=0.10 in /opt/conda/lib/python3.11/site-packages (from matplotlib) (0.12.1)\n",
      "Requirement already satisfied: fonttools>=4.22.0 in /opt/conda/lib/python3.11/site-packages (from matplotlib) (4.43.1)\n",
      "Requirement already satisfied: kiwisolver>=1.0.1 in /opt/conda/lib/python3.11/site-packages (from matplotlib) (1.4.5)\n",
      "Requirement already satisfied: packaging>=20.0 in /opt/conda/lib/python3.11/site-packages (from matplotlib) (23.2)\n",
      "Requirement already satisfied: pillow>=6.2.0 in /opt/conda/lib/python3.11/site-packages (from matplotlib) (10.1.0)\n",
      "Requirement already satisfied: pyparsing>=2.3.1 in /opt/conda/lib/python3.11/site-packages (from matplotlib) (3.1.1)\n",
      "Requirement already satisfied: joblib in /opt/conda/lib/python3.11/site-packages (from pyod) (1.3.2)\n",
      "Requirement already satisfied: numba>=0.51 in /opt/conda/lib/python3.11/site-packages (from pyod) (0.57.1)\n",
      "Requirement already satisfied: threadpoolctl>=2.0.0 in /opt/conda/lib/python3.11/site-packages (from scikit-learn) (3.2.0)\n",
      "Requirement already satisfied: llvmlite<0.41,>=0.40.0dev0 in /opt/conda/lib/python3.11/site-packages (from numba>=0.51->pyod) (0.40.1)\n",
      "Requirement already satisfied: six>=1.5 in /opt/conda/lib/python3.11/site-packages (from python-dateutil>=2.8.2->pandas) (1.16.0)\n"
     ]
    }
   ],
   "source": [
    "!pip install pandas numpy matplotlib seaborn scipy pyod scikit-learn"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "168d12be-e748-4eef-800d-a3ddbd4ae9f6",
   "metadata": {},
   "source": [
    "## Load data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "f0974beb-a57a-4aad-8a52-8fcfb18f8800",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "df = pd.read_csv('data_PdM_errors.csv')\n",
    "df['datetime'] = pd.to_datetime(df['datetime'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fddc21e6-e608-4f9f-bb0a-4af04a418c37",
   "metadata": {},
   "source": [
    "## EDA\n",
    "Show data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "8ed03d83-fb1a-4ea7-87c3-3420ac7ee209",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt  \n",
    "\n",
    "# showing dataset \n",
    "df.plot(x='datetime', kind='line', subplots=True) \n",
    "plt.show() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "019de6ed-b663-4f1d-be7b-edab3000f55e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "anomaly\n",
       "0    6967\n",
       "1      33\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['anomaly'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "655abb98-cec6-4cb4-b931-074931c828da",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "datetime     84 days 11:08:38.785508620\n",
      "volt                          15.287555\n",
      "rotate                        52.018896\n",
      "pressure                      10.819209\n",
      "vibration                           0.0\n",
      "anomaly                        0.068504\n",
      "dtype: object\n"
     ]
    }
   ],
   "source": [
    "# analysis of variance\n",
    "df_std = df.std()\n",
    "print(df_std) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "a9a190fb-da15-492a-ac09-dd12a2726d53",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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bv5aTkxvfrONamz179hqOycl/v9W9+uorsWDBgujQ8YSNrJjN1Zy8VfNQjdWum21r5MS361hePydvdmxbo/AxP7/fvLlzY8WKFYXet0ZOTuTlzQ6ATeXneWjb1eefGjnrvG0oL2921KhR+Jif32/uWua1bc1r2c8fqjJGkVbCVK9ePWrUqBGpVCrq168f2267bf6Wm5sb5513Xvzud79b7/ssWbIk5s+fX2BLr1xR7JMoi9KrfZ2KVf+nSqfTvxpTcFQqFZFe/UCy3r9e+Ecc2LJ5/rZ8+aoG26vPw+l0ev2rCFZ7/dfHzJw5I/re2jtuvPnWqFy5conVz+bjhX8+Hy1bNMvfli9fHhFR6Lpadd2s+70KHRNrvz6feeqpaHPAQbHddrWKXzyblREv/jOOOKBF/vbztRZRaGJb74fOQtdVuvC+NV7Dq38vgI3w7xf/GYcf0CJ/y/9vaKz9s9faFJ6z1j+vhXkNElOklTCvvfZapNPpaNu2bTz11FNRo0aN/NcqVaoUdevWjR122GG979O7d++4/vqCT7AoX2vfqLi9e/k3xLd586P2aitaatbYKpYtWxF581Y16vp29vyolVNttTFbx6w5hXv5kN0OOqRtNGz0y5Oxli5dGhGrVhvk1vxl5dqcOXMK/VXk13JycyNvtZUIc+bk5R/z8YcfxJw5eXH26Sfnv75ixYqYOGF8PPnEYzFq3OQoX758iZwTmemQQ9tGo0ZN8r9euuyXa61mgWstr9Cqql/Lzc2N2bML/jVuTt6cNR7zzTdfx9gxo+K2O+/a2PLZjBxw8KHRoFGj/K+XLl0VLs/Jmx25NWvm7//++zmF/iL8azVycvP/OvzLMXn5q2O2qV49ypcvX2DFX0TE9+uZLwGK6oCDD429N3BeW30F36/l5OQWWtHy63mtunkNSl2RVsIcfPDBccghh8S0adOiY8eOcfDBB+dvrVq12qAAJiKiZ8+eMW/evAJbhVrNi3UCZdHYydOibcs9C+w7rNVe8e5H02P58pWrxry3pjF7xpjJUxOrk8xQtWrVqLNT3fxtl113i5zc3Bg7ZlT+mGXLlsa7E8ZF4ybN1vo+jRs3KXBMRMTY0aPyj9l3/1bxxPDn4tFhT+dvDfZuGEcdc1w8OuxpAUwZULXqVrFT3br526677ha5uTVjzKi388csW7o0JowfF02areNaa9o0xox+u8C+0aPeiiZNCx/z3DNPR40aOXHgQYeU2HmQ+basWjV+U6du/lZvl10jJyc3xo0tOK9NmjA+Gq5jXmvYuGmMGzu6wL53xoyKhk2aRkRExYqVov6eDQq8b0TE+LGjomHjpiV2PgBVizCvNVrHvLb3Gua1cWNGRaNfzWt7rGFeG2deg8QUqzFv3bp146233oqzzjorWrduHV9//XVERAwdOjTeeuut9R5fuXLlqFatWoEtVa7s/oJWdYtK0bj+jtG4/o4REbHzjjnRuP6OUaf2thERccMlHWLgjWfnj39g+Fux0/Y14pbLT4w96tWKTse3jHM7too7Hh6ZP+bux1+Pw1vuGZefe3jU37lWXH7u4dF2vz2j/6MeIV7WpVKpOP3MTvHgoPvjtZEvx38/+zT+fM0fo0qVKnHUMcflj7u211XR/87b8r/+7ZmdYuzoUfHQ4Afii2lT46HBD8TYsaPjjDM7RcSqDw+77V6/wFZliy2ievXqsdvu9RM/T0pfKpWKM8/uFIMeuC9GvvJyfPbZp3FNr55RpUqVOObYX661Xj2vjDtv75v/9ZlndYrRo96OwQPvj2lTP4/BA++PsWNGx5mdzinw/itXroznnnk62h/fMSpUKNLCTrJMKpWKU844O4YOfiDeePWVmPrfz+Iv1/WKylWqRLujjs0fd+O1PePeu27P//qU08+KcWNGxSMPDYwvp02NRx4aGOPHjolTT++UP+a3Z50T/3z2qfjnc0/HF9M+j359+8S3M2dEx5NPS/QcgbIllUrFqWecHQ+vYV47YrV5bcCv5rVT1zCvjVttXjvtrHPiH7+a1+78aV47wbwGiSjWp9annnoqzj777DjzzDPj3XffjSVLlkRExIIFC+Lmm2+OF198sUSLzHb7NKgbIwZemv/1rVecFBERQ58fE12veyRq51aLOrV/ufXry2/youMlA+LWy0+KC089MGZ8Ny8uv3V4PDtyUv6YMZOnRaeeD8Z1Fx8X1158XEz93+w4++rBMW7Kl4mdF5nrnM7nx5IlS6LPzTfEgvnzo2GjxtF/wMCoWrVq/piZM2dEuXK/5LRNmjaLv9zSNwb0vzPuvfuu+E2dOtH7lr7RsHGTNX0LiIiIzl0uiCVLlsTNN14f8+fPi0aNm8SABwZH1apb5Y+ZOWNGlEv9cq01bbZP3PLX26L/XXfE3Xf1izo71Ylb/nZ7NF7tWhszelTMmPFNdDzxpMTOh8x15jldYsmSJXFbnxtjwYL50aBh47j97gdiy1/Na9/OnBHlftUHoVGTZvHnm/8aD9xzVwwccFfs+Jud4oY+f4u9f3UL52Htjo55c+fGQw8MiLzZ30W9XXePv/a7N2pvv2GrfwGK6+d5re+v5rU77n6gwOe1b2fOKNDfpVGTZnH9zX+N+++5Kx5Yy7x2eLujY/7cufHgT/PaLrvuHn8zr2W/VLHWX7AJpNLpordqbdasWXTv3j06deoUW2+9dUyePDl22WWXmDRpUhx11FExc+bMIheyRbPfF/kYKI5Zo/uVdgmUERUr+I8dyViwePn6B0EJqLmVVWckY/YP5jWSkVtG5rUtjrpt/YOywI8v9SjtEtarWL8hfPLJJ3HQQQcV2l+tWrWYO3fuxtYEAAAAkHWKFcJsv/328d///rfQ/rfeeit22WWXjS4KAAAAINsUa+3VhRdeGJdeemkMHjw4UqlUfPPNNzF69Oi44oor4tprry3pGgEAAIDi+lXvIEpXsUKYK6+8MubNmxeHHnpoLF68OA466KCoXLlyXHHFFfH73+vtAgAAALC6Ynch+stf/hK9evWKDz/8MFauXBkNGjSIrbbaav0HAgAAAJRBxeoJc95558WCBQtiyy23jBYtWsR+++0XW221VSxcuDDOO++8kq4RAAAAYLNXrBBmyJAh8eOPPxba/+OPP8bDDz+80UUBAAAAZJsi3Y40f/78SKfTkU6nY8GCBVGlSpX811asWBEvvvhibLfddiVeJAAAAFBMqWKtv2ATKFIIU7169UilUpFKpaJ+/fqFXk+lUnH99deXWHEAAAAA2aJIIcxrr70W6XQ62rZtG0899VTUqFEj/7VKlSpF3bp1Y4cddijxIgEAAAA2d0UKYQ4++OCIiJg2bVrUqVMnypWzpAkAAABgQxTrEdV169aNiIhFixbF9OnTY+nSpQVeb9y48cZXBgAAAGy8VKq0K+AnxQphvvvuu+jcuXP861//WuPrK1as2KiiAAAAALJNse4nuuyyy+L777+PMWPGxBZbbBEvvfRSDBkyJHbfffd4/vnnS7pGAAAAgM1esVbCvPrqq/Hcc8/FvvvuG+XKlYu6devGEUccEdWqVYvevXvHscceW9J1AgAAAGzWirUSZuHChbHddttFRESNGjXiu+++i4iIRo0axbvvvlty1QEAAABkiWKthNljjz3ik08+iZ133jmaNm0a9913X+y8885x7733xvbbb1/SNQIAAADFlfJk40xRrBDmsssuixkzZkRExHXXXRdHHnlkPPLII1GpUqUYMmRIiRYIAAAAkA2KFcKceeaZ+f9u1qxZfPHFF/Hxxx/HTjvtFLm5uSVWHAAAAEC22OAQpkePHhv8prfddluxigEAAADIVhscwkycOLHA1xMmTIgVK1bEHnvsERERn376aZQvXz6aN29eshUCAAAAxacnTMbY4BDmtddey//3bbfdFltvvXUMGTIktt1224iI+P7776Nz585x4IEHlnyVAAAAAJu5YsVhffv2jd69e+cHMBER2267bdx0003Rt2/fEisOAAAAIFsUK4SZP39+fPvtt4X2z5o1KxYsWLDRRQEAAABkm2KFMCeccEJ07tw5hg8fHl999VV89dVXMXz48OjSpUuceOKJJV0jAAAAwGavWI+ovvfee+OKK66Is846K5YtW7bqjSpUiC5dusRf//rXEi0QAAAA2AipVGlXwE+KFcJsueWWcc8998Rf//rX+PzzzyOdTsduu+0WVatWLen6AAAAALJCsUKYn1WtWjUaN25cUrUAAAAAZC0PCwcAAABIwEathAEAAAAyXMr6i0zhJwEAAACQACEMAAAAQAKEMAAAAAAJEMIAAAAAJEBjXgAAAMhmqVRpV8BPrIQBAAAASIAQBgAAACABQhgAAACABOgJAwAAANksZf1FpvCTAAAAAEiAEAYAAAAgAUIYAAAAgAQIYQAAAAASoDEvAAAAZLNUqrQr4CdWwgAAAAAkQAgDAAAAkAAhDAAAAEAC9IQBAACALJbSEyZjWAkDAAAAkAAhDAAAAEAChDAAAAAACRDCAAAAACRAY14AAADIYhrzZg4rYQAAAAASIIQBAAAASIAQBgAAACABesIAAABANtMSJmNYCQMAAACQACEMAAAAQAKEMAAAAAAJEMIAAAAAJEBjXgAAAMhiqZTOvJnCShgAAACABAhhAAAAABIghAEAAABIgJ4wAAAAkMX0hMkcVsIAAAAAJEAIAwAAAJAAIQwAAABAAoQwAAAAAAnQmBcAAACymMa8mcNKGAAAAIAECGEAAAAAEiCEAQAAAEiAnjAAAACQxfSEyRxWwgAAAAAkQAgDAAAAkAAhDAAAAEAChDAAAAAACdCYFwAAALKZvrwZw0oYAAAAgAQIYQAAAAASIIQBAAAASICeMAAAAJDFUilNYTKFlTAAAAAACRDCAAAAACRACAMAAACQACEMAAAAQAI05gUAAIAspjFv5rASBgAAACABQhgAAACABGTM7UizRvcr7RIoI7Zr1a20S6CM+PqtO0u7BMqI8pYYA1kmnS7tCgA2jYwJYQAAAICSpydM5nA7EgAAAEAChDAAAAAACRDCAAAAACRACAMAAACQAI15AQAAIItpzJs5rIQBAAAASIAQBgAAACABQhgAAACABOgJAwAAANlMS5iMYSUMAAAAQAKEMAAAAAAJEMIAAAAAJEAIAwAAAJAAjXkBAAAgi6VSOvNmCithAAAAABIghAEAAABIgBAGAAAAIAFCGAAAAMhiqVSqTGxFdc8990S9evWiSpUq0bx583jzzTfXOf7RRx+NJk2axJZbbhnbb799dO7cOfLy8or0PYUwAAAAQJkybNiwuOyyy6JXr14xceLEOPDAA+Poo4+O6dOnr3H8W2+9FZ06dYouXbrEBx98EH//+99j3Lhxcf755xfp+wphAAAAgDLltttuiy5dusT5558fe+21V9xxxx1Rp06dGDBgwBrHjxkzJnbeeefo1q1b1KtXLw444IC48MILY/z48UX6vkIYAAAAYLO3ZMmSmD9/foFtyZIlhcYtXbo0JkyYEO3atSuwv127djFq1Kg1vnfr1q3jq6++ihdffDHS6XR8++23MXz48Dj22GOLVKMQBgAAANjs9e7dO7bZZpsCW+/evQuNmz17dqxYsSJq1apVYH+tWrVi5syZa3zv1q1bx6OPPhqnnXZaVKpUKWrXrh3Vq1ePu+66q0g1CmEAAAAgi5V2w9yktp49e8a8efMKbD179lzn/y6/lk6n19rg98MPP4xu3brFtddeGxMmTIiXXnoppk2bFhdddFGRfhYVijQaAAAAIANVrlw5KleuvN5xubm5Ub58+UKrXmbNmlVodczPevfuHW3atIk//OEPERHRuHHjqFq1ahx44IFx0003xfbbb79BNVoJAwAAAJQZlSpViubNm8fLL79cYP/LL78crVu3XuMxixYtinLlCkYo5cuXj4hVK2g2lBAGAAAAKFN69OgRAwcOjMGDB8dHH30U3bt3j+nTp+ffXtSzZ8/o1KlT/vj27dvH008/HQMGDIipU6fG22+/Hd26dYv99tsvdthhhw3+vm5HAgAAgGy25jYnZdppp50WeXl5ccMNN8SMGTOiYcOG8eKLL0bdunUjImLGjBkxffr0/PHnnntuLFiwIPr37x+XX355VK9ePdq2bRu33HJLkb5vKl2UdTOb0ILFK0u7BMqI7Vp1K+0SKCO+fuvO0i4BoETVqFq+tEugjPhuwfLSLoEyoubWZWNdwnZdniztEhIxa9CppV3CerkdCQAAACABQhgAAACABAhhAAAAABJQNm6AAwAAgDIqldKZN1NYCQMAAACQACEMAAAAQAKEMAAAAAAJ0BMGAAAAspieMJnDShgAAACABAhhAAAAABIghAEAAABIgBAGAAAAIAEa8wIAAEAW05g3c1gJAwAAAJAAIQwAAABAAoQwAAAAAAnQEwYAAACymJ4wmcNKGAAAAIAECGEAAAAAEiCEAQAAAEiAEAYAAAAgARrzAgAAQDbTlzdjWAkDAAAAkAAhDAAAAEAChDAAAAAACdATBgAAALJYKqUpTKawEgYAAAAgAUIYAAAAgAQIYQAAAAASIIQBAAAASIDGvAAAAJDFNObNHFbCAAAAACRACAMAAACQACEMAAAAQAL0hAEAAIAspidM5rASBgAAACABQhgAAACABAhhAAAAABIghAEAAABIgMa8AAAAkM305c0YVsIAAAAAJEAIAwAAAJAAIQwAAABAAvSEAQAAgCyWSmkKkymshAEAAABIgBAGAAAAIAFCGAAAAIAECGEAAAAAEqAxLwAAAGQxjXkzh5UwAAAAAAkQwgAAAAAkQAgDAAAAkAA9YQAAACCL6QmTOayEAQAAAEiAEAYAAAAgAUUOYdq2bRtz584ttH/+/PnRtm3bkqgJAAAAIOsUOYR5/fXXY+nSpYX2L168ON58880SKQoAAAAg22xwY9733nsv/98ffvhhzJw5M//rFStWxEsvvRQ77rhjyVYHAAAAbBSNeTPHBocwTZs2jVQqFalUao23HW2xxRZx1113lWhxAAAAANlig0OYadOmRTqdjl122SXeeeedqFmzZv5rlSpViu222y7Kly+/SYoEAAAA2NxtcE+YunXrxs477xwrV66MFi1aRN26dfO37bffXgBTAtLpdNw3oH8cdfhB0Wa/ptG1S6f4/L+frfe4ka+MiFNOOC5atWgcp5xwXLw28uW1jn1w0P3Rosle0ffWm0uydDYTbfbZNYbfcWFMHfGX+HFi/2h/SOP1HnNA893i7UevjO/H3B4f/uPPcf7JBxQa0/GwpvHuU71i7tjb492nekWHQ9f/vpQN6XQ6Bt7bP9q3OzgObtUsLr7gnJj6+frntddGjojTTzouDtq/SZx+0nHx+quvFHh94oTxccWlF0f7dgdHq30axBuvvbKWd6KscK0B2ebpvz8ep3RoF21bN4vzzjolJk+csM7xEyeMi/POOiXatm4Wpxx/ZDw7fFihMa+PHBFnndI+Dm3VNM46pb05DUrBBoUwzz///AZvFN+QBwfGY0Mfiiuv/lMMefTJyMnJjd9d1CUWLly41mPemzwx/nhljzjmuA7x+N+fjWOO6xBXX9kjprw3udDYD6a8H88MfzJ2r7/HpjwNMljVLSrH+59+Hd37PLlB4+vukBPP3vV/MWri59Hy9D5x6+B/R98rT46OhzXNH7N/43oxtE/neOyFcbHfaX3isRfGxSO3dIl9G9bdRGfB5uSRIYPi8UeHxOVX/SkGD101r136f+evc157f/KkuObqy+OoYzvEw088E0cd2yH+dHWP+OD9X+a1xYsXxe7194jLr/pTEqfBZsC1BmSTkSP+Ff369olO53WNwY8OjybN9okrul0YM2d+s8bx33z9Vfzh0v+LJs32icGPDo9OnS+IO/52c7w+ckT+mCnvTYrr/nhFHHlMh3jo8afjyGM6xLVXXx4fTHlvje8JbBqpdDqdXt+gcuU2bMFMKpWKFStWFKuQBYtXFuu4bJFOp+Ooww+K08/sFOeed0FERCxdujTatT0gLrn08jjplNPWeFzPP3SPhQsXRr977s/fd8n/XRBbV6sWN9/SN3/fokUL46zTToqrel0bgx64N/bYY8+4/Mo/btqTylDbtepW2iVkhB8n9o9Tu98f/3h97f/hvanb8XHswY2i2Uk35e/r1+u30bj+jnHIOauur6F9OsfWW1WJjr8fkD/muf4Xx9wFi+Kcng9tsvo3B1+/dWdpl1Cq0ul0tD/y4DjtjE5x9rnnR8Sqee3Yww+Mi7v1iBNOXvO89qeresTChT/E7f1/mdcu+13XqFatWtzQ+2+Fxrfap0H06dsvDj708E1zImQ811pyalS18plkfLdgeWmXUKouOOe3sceeDeKKntfm7zvz5PZx4CFt46Lfdy80/p5+fePt/7wejw7/R/6+v958ffz3s0/ivgcfi4iIa3teHgsX/hB9+92XP6bHJV1j662rxfU3F57zyoqaW29wh47NWr3uL5R2CYmYdvuxpV3Cem1QurJy5coN2oobwBDx9ddfRd7s2dGyVZv8fZUqVYp9mu8b702euNbj3ntvcuzfqnWBfS1btyl0zC033xhtDjo49m9ZcCysy/5N6sXIMR8V2PfKqA9jn712igoVVk0f+zeuFyNHf1xwzOiPomWTXRKrk8z0zU/z2n6/mncqVaoUzZq3iPffm7TW46a8Pyn2a9mmwL79W7WJ99cxF1K2udaAbLJs2dL49OMPY9/VPrfv27J1TFnLnPbB+5MLjd+vVZv4+MMPYvnyZRGxaiXMfvsXHLN/yzZrfU9g09jgnjBsWnmzZ0dERE5OboH9OTk5+a+t7bjCx+QWOObf/3ohPv7ow/h9tx4lWDFlQa2cavFt3oIC+2bNWRAVK5aP3OpbrRqTWy1mrT4mb0HUytk6sTrJTHl5q+ahGqvNUTVq5Mac9cxrNXJyCh6Tk5P/frA61xqQTebNnRsrVqyIGjVWm59qrP33gry82Wscv2LF8pg7d25ERMzJmx3brjbnbZuTE3PMeZCoYoUwb7zxRrRv3z5222232H333aNDhw7x5ptvbvDxS5Ysifnz5xfYlixZUpxSNlv/euEfcWDL5vnbzwn16o9vT6fT63+m+2qv//qYmTNnRN9be8eNN98alStXLrH6KTtWv18xFauurV/fyZhebVQqFbH+Gx3JNv9+8R/Rtk3z/G358lVLyX++Zn6WjnThyW41hea9DZkLKTNca0BZsPpctL7fC9Y0PiIKzIyrz5OrpklzHiSpyDfAPfLII9G5c+c48cQTo1u3bpFOp2PUqFFx2GGHxUMPPRRnnHHGet+jd+/ecf311xfYd3Wva+OPf7quqOVstg46pG00bPTLE2SWLl0aERGzZ8+O3Jrb5e+fM2dOob/S/VpObm7kzf6uwL45c/Lyj/n4ww9izpy8OPv0k/NfX7FiRUycMD6efOKxGDVusidbsVbf5s2P2qutaKlZY6tYtmxF5M1b1ezy29nzo1ZOtdXGbB2z5hRcHUP2O+DgttGg4S/z2rJlq+a1vLzvIrdmzfz93/9qjlqTVfNawb/KzZkzp9Bf+Ci7XGtANtumevUoX758oVV533+/9t8LcnJy1zi+fPkKsU316hGxarXg6qtevp+TF9ua88oEYVvmKPJKmL/85S9x6623xrBhw6Jbt25x6aWXxrBhw6JPnz5x4403btB79OzZM+bNm1dgu/wPVxe5+M1Z1apVo85OdfO3XXbdLXJyc2PsmFH5Y5YtWxrvThgXjZs0W+v7NG7cpMAxERFjR4/KP2bf/VvFE8Ofi0eHPZ2/Ndi7YRx1zHHx6LCnBTCs09jJ06Jtyz0L7Dus1V7x7kfTY/nyVc20x763pjF7xpjJUxOrk8yw+rxWb5dV89q4MaPzxyxbtjQmThgfjRo3Xev7NGzUNMaNLTivvTPm7Wi0jrmQssW1BmSzihUrRf09GxSan8aPHRUN1zKn7d2oSYxfbfy4MaNizwZ7R4UKFSMiomHjpjFu7OgCY95Zx3sCm0aRQ5ipU6dG+/btC+3v0KFDTJs2bYPeo3LlylGtWrUCW1m/VSaVSsXpZ3aKBwfdH6+NfDn++9mn8edr/hhVqlSJo445Ln/ctb2uiv533pb/9W/P7BRjR4+KhwY/EF9MmxoPDX4gxo4dHWec2SkiVn1Q3W33+gW2KltsEdWrV4/ddq+f+HlSuqpuUSka198xGtffMSIidt4xJxrX3zHq1N42IiJuuKRDDLzx7PzxDwx/K3bavkbccvmJsUe9WtHp+JZxbsdWccfDI/PH3P3463F4yz3j8nMPj/o714rLzz082u63Z/R/9LVkT46Mk0ql4rQzOsWQwffH66++Ep//97O48bpeUaVKlWh39C/z2vXXXB333PXLvHbqGWfHO2NGxdCHBsYX06bG0IcGxrh3xsRpZ/xybS5atDA+/eSj+PSTVY2jv/n66/j0k49i5ow1P7qT7OZaA7LNb888J/757FPxz+eeji+mfR79+vaJb2fOiI4nrXra2739b48br+2ZP77jSafFzBkz4q7bbokvpn0e/3zu6fjnc0/F6Wedmz/mlN+eFePGjopHHhoYX34xNR55aGCMHzsmTj2jU9KnB2VakW9HqlOnTowcOTJ22223AvtHjhwZderUKbHCyqJzOp8fS5YsiT433xAL5s+Pho0aR/8BA6Nq1ar5Y2bOnFHgkeFNmjaLv9zSNwb0vzPuvfuu+E2dOtH7lr7RsHGT0jgFMtw+DerGiIGX5n996xUnRUTE0OfHRNfrHonaudWiTu0a+a9/+U1edLxkQNx6+Ulx4akHxozv5sXltw6PZ0dOyh8zZvK06NTzwbju4uPi2ouPi6n/mx1nXz04xk35MrHzInOddU6XWLJ4cfytz6p5rUHDxnHHPQXntW9Xm9caN2kWN/T+W9x3T7+4/55+seNvdoqbeveNvRv9Mq99/OEH8buu5+Z/3e+2WyIi4pj2HeOa62/e9CdGxnGtAdnksHZHx7x5c+OhgQMib/Z3UW/X3eOvd94btbffISIi8mZ/F9/OnJE/focdfxN/vXNA3HXbLfH03x+P3JrbxWVX/DEOOaxd/phGTZrFn//y13hgwF0x8N67Ysff7BQ39P5b7P2r2zuBTS+VThetfeaAAQPisssui/POOy9at24dqVQq3nrrrXjooYfizjvvjAsvvLBYhSxYvLJYx0FRbdeqW2mXQBnx9Vt3lnYJACWqRlW3MZOM7xYsL+0SKCNqbl3kdQmbpV16vFjaJSRi6m3HlHYJ61XkK+7//u//onbt2tG3b9948sknIyJir732imHDhsXxxx9f4gUCAAAAxacxb+YocgjTuXPnOOuss+LNN9/0gwQAAADYQEVuzJuXlxfHHnts/OY3v4krrrgiJk2atAnKAgAAAMguRQ5hnn/++Zg5c2Zcd911MX78+GjevHk0aNAgbr755vjiiy82QYkAAAAAm78ihzAREdWrV4+uXbvG66+/Hl9++WV07tw5hg4dWuiJSQAAAEDpSqXKxrY5KFYI87Nly5bF+PHjY+zYsfHFF19ErVq1SqouAAAAgKxSrBDmtddeiwsuuCBq1aoV55xzTmy99dbxj3/8I/73v/+VdH0AAAAAWaHIT0f6zW9+E3l5eXHkkUfGfffdF+3bt48qVapsitoAAAAAskaRQ5hrr702TjnllNh22203RT0AAAAAWanIIUzXrl03RR0AAADAJpDaXLrWlgEb1ZgXAAAAgA0jhAEAAABIgBAGAAAAIAFF7gkDAAAAbD60hMkcVsIAAAAAJEAIAwAAAJAAIQwAAABAAoQwAAAAAAnQmBcAAACyWEpn3oxhJQwAAABAAoQwAAAAAAkQwgAAAAAkQE8YAAAAyGJawmQOK2EAAAAAEiCEAQAAAEiAEAYAAAAgAUIYAAAAgARozAsAAABZrFw5nXkzhZUwAAAAAAkQwgAAAAAkQAgDAAAAkAA9YQAAACCLpbSEyRhWwgAAAAAkQAgDAAAAkAAhDAAAAEAChDAAAAAACdCYFwAAALJYSmfejGElDAAAAEAChDAAAAAACRDCAAAAACRATxgAAADIYlrCZA4rYQAAAAASIIQBAAAASIAQBgAAACABQhgAAACABGjMCwAAAFkspTNvxrASBgAAACABQhgAAACABAhhAAAAABKgJwwAAABkMT1hMoeVMAAAAAAJEMIAAAAAJEAIAwAAAJAAIQwAAABAAjTmBQAAgCymL2/msBIGAAAAIAFCGAAAAIAECGEAAAAAEqAnDAAAAGSxlKYwGcNKGAAAAIAECGEAAAAAEiCEAQAAAEiAEAYAAAAgARrzAgAAQBbTlzdzWAkDAAAAkAAhDAAAAEAChDAAAAAACdATBgAAALJYSlOYjGElDAAAAEAChDAAAAAACRDCAAAAACRACAMAAACQAI15AQAAIIvpy5s5rIQBAAAASIAQBgAAACABQhgAAACABOgJAwAAAFkspSlMxrASBgAAACABQhgAAACABAhhAAAAABIghAEAAABIgMa8AAAAkMX05c0cVsIAAAAAJEAIAwAAAJAAIQwAAABAAvSEAQAAgCyW0hQmY1gJAwAAAJAAIQwAAABAAoQwAAAAAAkQwgAAAAAkQGNeAAAAyGL68maOjAlhKlawKIdkfP3WnaVdAmXEjgdcWtolUEZMe/320i6BMqN8aRdAGVGxgt8Ygewk+QAAAABIgBAGAAAAIAEZczsSAAAAUPJSmsJkDCthAAAAABIghAEAAABIgBAGAAAAIAFCGAAAAIAEaMwLAAAAWUxf3sxhJQwAAABAAoQwAAAAAAkQwgAAAAAkQE8YAAAAyGIpTWEyhpUwAAAAAAkQwgAAAAAkQAgDAAAAkAAhDAAAAEACNOYFAACALKYvb+awEgYAAAAgAUIYAAAAgAQIYQAAAAASoCcMAAAAZLGUpjAZw0oYAAAAgAQIYQAAAAASIIQBAAAASIAQBgAAACABGvMCAABAFtOYN3NYCQMAAACQACEMAAAAQAKEMAAAAAAJ0BMGAAAAspiWMJnDShgAAACABAhhAAAAABIghAEAAABIgBAGAAAAIAEa8wIAAEAWS+nMmzGshAEAAABIgBAGAAAAIAFCGAAAAIAE6AkDAAAAWUxLmMxhJQwAAABAAoQwAAAAAAkQwgAAAAAkQAgDAAAAlDn33HNP1KtXL6pUqRLNmzePN998c53jlyxZEr169Yq6detG5cqVY9ddd43BgwcX6XtqzAsAAABZLKUzbyHDhg2Lyy67LO65555o06ZN3HfffXH00UfHhx9+GDvttNMajzn11FPj22+/jUGDBsVuu+0Ws2bNiuXLlxfp+wphAAAAgDLltttuiy5dusT5558fERF33HFH/Pvf/44BAwZE7969C41/6aWX4o033oipU6dGjRo1IiJi5513LvL3dTsSAAAAsNlbsmRJzJ8/v8C2ZMmSQuOWLl0aEyZMiHbt2hXY365duxg1atQa3/v555+PFi1axK233ho77rhj1K9fP6644or48ccfi1SjEAYAAADY7PXu3Tu22WabAtuaVrXMnj07VqxYEbVq1Sqwv1atWjFz5sw1vvfUqVPjrbfeiilTpsQzzzwTd9xxRwwfPjx+97vfFalGtyMBAABAFisrLWF69uwZPXr0KLCvcuXKax2/eq+cdDq91v45K1eujFQqFY8++mhss802EbHqlqaTTz457r777thiiy02qEYhDAAAALDZq1y58jpDl5/l5uZG+fLlC616mTVrVqHVMT/bfvvtY8cdd8wPYCIi9tprr0in0/HVV1/F7rvvvkE1uh0JAAAAKDMqVaoUzZs3j5dffrnA/pdffjlat269xmPatGkT33zzTfzwww/5+z799NMoV65c/OY3v9ng7y2EAQAAAMqUHj16xMCBA2Pw4MHx0UcfRffu3WP69Olx0UUXRcSqW5s6deqUP/6MM86InJyc6Ny5c3z44Yfxn//8J/7whz/Eeeedt8G3IkW4HQkAAAAoY0477bTIy8uLG264IWbMmBENGzaMF198MerWrRsRETNmzIjp06fnj99qq63i5ZdfjksuuSRatGgROTk5ceqpp8ZNN91UpO+bSqfT6RI9k2JavLy0K6CsWLRkRWmXQBmx4wGXlnYJlBHTXr+9tEugjKi9TcXSLoEyYu6PPq+RjOpblC/tEhJxRP8xpV1CIl7+fcvSLmG93I4EAAAAkAAhDAAAAEAChDAAAAAACdCYFwAAALJYKlXaFfAzK2EAAAAAEiCEAQAAAEiAEAYAAAAgAUIYAAAAgARozAsAAABZLKUzb8awEgYAAAAgAUIYAAAAgAQIYQAAAAASoCcMAAAAZLFyWsJkDCthAAAAABIghAEAAABIgBAGAAAAIAFCGAAAAIAEaMwLAAAAWSyV0pk3U1gJAwAAAJAAIQwAAABAAoQwAAAAAAnQEwYAAACymJYwmcNKGAAAAIAECGEAAAAAEiCEAQAAAEhAsUOY5cuXxyuvvBL33XdfLFiwICIivvnmm/jhhx9KrDgAAACAbFGsxrxffvllHHXUUTF9+vRYsmRJHHHEEbH11lvHrbfeGosXL4577723pOsEAAAAiiEVOvNmimKthLn00kujRYsW8f3338cWW2yRv/+EE06IkSNHllhxAAAAANmiWCth3nrrrXj77bejUqVKBfbXrVs3vv766xIpDAAAACCbFGslzMqVK2PFihWF9n/11Vex9dZbb3RRAAAAANmmWCHMEUccEXfccUf+16lUKn744Ye47rrr4phjjimp2gAAAICNVC5VNrbNQbFuR7r99tvj0EMPjQYNGsTixYvjjDPOiM8++yxyc3Pj8ccfL+kaAQAAADZ7xQphdthhh5g0aVI88cQTMWHChFi5cmV06dIlzjzzzAKNegEAAABYpVghzH/+859o3bp1dO7cOTp37py/f/ny5fGf//wnDjrooBIrEAAAACAbFKsnzKGHHhpz5swptH/evHlx6KGHbnRRAAAAANmmWCth0ul0pFKFu97k5eVF1apVN7ooAAAAoGSs6fd3SkeRQpgTTzwxIlb9AM8999yoXLly/msrVqyI9957L1q3bl2yFQIAAABkgSLdjrTNNtvENttsE+l0Orbeeuv8r7fZZpuoXbt2dO3aNR555JFNVWvWS6fTMeDuu+LwQw6I/fZpHF3OPTv++9/P1nvcKyP+HSe0PyZaNG0YJ7Q/Jka+8nKB148+om002XuPQtvNN16/qU6FDJdOp2Pgvf2jfbuD4+BWzeLiC86JqZ+v/1p7beSIOP2k4+Kg/ZvE6ScdF6+/+kqB1ydOGB9XXHpxtG93cLTap0G88dora3knsl2bfXaN4XdcGFNH/CV+nNg/2h/SeL3HHNB8t3j70Svj+zG3x4f/+HOcf/IBhcZ0PKxpvPtUr5g79vZ496le0eHQ9b8vZcMzw5+I044/Mo44YJ+4oNOpMXnihHWOn/TuuLig06lxxAH7xG87HhXPPTWswOv/eHZ4/P6CTnHsYa3j2MNaR4/fnR8fffD+pjwFgALS6XQ8MKB/HHvEwXHQ/s3i/7qcE1M34HeDV18ZEaedeFwcsG+TOO3Ewp/XnnryiTjzlI5xaJt949A2+0aXTqfHqLf+s6lOA1hNkUKYBx98MB588MG47rrrYtCgQflfP/jgg3HfffdFz549Izc3d1PVmvUeHPRADB3yYFzd69p4dNjwyMnNjYvO7xwLF/6w1mMmT5oYV17RPY7rcHz8/enn4rgOx8eVl18W7703OX/Mo8OGx8jX38rf7hv4YEREHHHkUZv8nMhMjwwZFI8/OiQuv+pPMXjok5GTkxuX/t/5sXDhwrUe8/7kSXHN1ZfHUcd2iIefeCaOOrZD/OnqHvHB+79ca4sXL4rd6+8Rl1/1pyROgwxWdYvK8f6nX0f3Pk9u0Pi6O+TEs3f9X4ya+Hm0PL1P3Dr439H3ypOj42FN88fs37heDO3TOR57YVzsd1qfeOyFcfHILV1i34Z1N9FZsLl49eV/Rf/b+sTZnS+IB4b+PRo33Seuuuyi+HbmjDWOn/H1V3HVZRdH46b7xAND/x5nnXt+9OvbO9549Zc/YkyaMC4OO/KYuGPA4Lhn0COxXe3accUlXeO7Wd8mdVpAGTf0oUHx2CND4oqr/xQPPvpk1MjNjUs24PPan666PI4+tkM88uQzcfSxHeKPV/aIKb/6vLZdrVpxcbfuMeSxv8eQx/4eLfbdP/5w2e83KOABNl4qnU6nS7uIiIjFy0u7gtKVTqfj8EMOjDPP7hTnnd81IiKWLl0abQ9qHZf2uCJOOfW3azzuD5dfFgt/+CHuuW9g/r7/69olqlXbJm75221rPObW3n+J/7zxevzjXyPK5L2Bi5asKO0SSlU6nY72Rx4cp53RKc4+9/yIWHWtHXv4gXFxtx5xwsmnrfG4P13VIxYu/CFu739//r7Lftc1qlWrFjf0/luh8a32aRB9+vaLgw89fNOcyGZgxwMuLe0SMsKPE/vHqd3vj3+8/t5ax9zU7fg49uBG0eykm/L39ev122hcf8c45Jy+ERExtE/n2HqrKtHx9wPyxzzX/+KYu2BRnNPzoU1W/+Zg2uu3l3YJpeqizqfH7nvsFZdffW3+vrNPbR8HHtw2uv6ue6Hx9951W7z95msx9Ml/5O/r2/v6+O9nn8aAwY+u8XusWLEijju8dVx6xR/jqGOPL/mT2EzU3qZiaZdAGTH3R5/Xjj3i4PjtmZ2iU+dfPq8d3fbA+N1lPeLEtXxe63Xlqs9rd9z9y+e1Sy/uGltXqxY39Sn8ee1nRxzUMi7p/ofocMJJJXsim4HqW5Qv7RIScfwD40u7hEQ8d0GL0i5hvYr1dKSIiOHDh8epp54aLVu2jH322afARtF9/dVXMXv2d9GqzS/L7ytVqhTNW+wbkydOXOtx702aFK1aF1yy37rNgTF50pqPWbZ0abzwz+ej44knlckAhohvvv4q8mbPjv1a/tK/qVKlStGseYt4/71Jaz1uyvuTYr+WbQrs279Vm3h/8tqvT9hQ+zepFyPHfFRg3yujPox99topKlRY9Z+q/RvXi5GjPy44ZvRH0bLJLonVSeZZtmxZfPrxh7Hv/gV70u27f+uY8qtVob/2wfuTC49v2SY++eiDWL582RqPWbJ4cSxfvjyqVdumZAoHWIefP6/t32q1z2stWsT7kyat9bj335sU+6/2ea3lOj6vrVixIka89GL8+OOP0bBxkxKpncyUSpWNbXNQrBCmX79+0blz59huu+1i4sSJsd9++0VOTk5MnTo1jj766JKusUyYPfu7iIjIyckpsD8nJzdmz569juNmr+GYnPz3W92rr74SCxYsiA4dT9jIitlc5eWtup5q5BS8dbBGjdyYs45rLW/27Kix2rVWIycn//1gY9TKqRbf5i0osG/WnAVRsWL5yK2+1aoxudVi1upj8hZErZytE6uTzDNv7vexYsWKQvPTtjVyYs5a5qc5ebNj2xqF57MVK5bHvLlz13jMfXffHjVrbhfN92tVInUDrEveT5/JatQo/HltXZ+91vp5bbXPeP/97NM4pFXzOHC/pnHLTdfHLbf1i1123a2EqgfWpVghzD333BP3339/9O/fPypVqhRXXnllvPzyy9GtW7eYN2/eeo9fsmRJzJ8/v8C2ZMmS4pSy2Xrhn89HyxbN8rfly1fdj7X66pRVjwNf93sVOibW/AjxiIhnnnoq2hxwUGy3Xa3iF89m5d8v/iPatmmev+Vfa1H4ulnfxVboulrL4+qhOFa/N/bna/TXd82mVxuVSkVkxk21lL6izU9r+u/tGt8nIh57eHCMHPFi3HjLHQWeDAlQUl564R9xSKvm+dvafjfYoM9ea/x9ouC+ujvvHEOHPR2DHn48Tjz1tLjh2j/G1M//u9HnAaxfkR5R/bPp06fnP4p6iy22iAULVv1l8uyzz46WLVtG//7913l879694/rrCz6Zp9c118Wfrv1zccrZLB1yaNto1OiXJX9Lly2NiFUrW2rW3C5//5w5eZGTs/Zmx7m5hVfKzMmbs8Zjvvnm6xg7ZlTcduddG1s+m5EDDm4bDRr+8gSZZT9da3l530VuzZr5+7+fk1foLye/lpObW+ivKHPmzIkaNdZ+DGyob/PmR+3VVrTUrLFVLFu2IvLmrWpA+O3s+VErp9pqY7aOWXMKro6hbNmm+rZRvnz5Qqtevv9+TqHVLj+rkZNbePycOVG+fIXYpnrB242eeOTBePShB6Jv/wdi1933KNniAX5y4CFtY+9Gv/q8tnTNn9fmfJ+3zs9eObmFVzZ/P2dOoc94FStWijo7rWpsv9feDeOjD6bEsMeGRs9rPD0VNrVirYSpXbt25OXlRURE3bp1Y8yYMRERMW3atNiQPr89e/aMefPmFdj+cFXP4pSy2apadavYqW7d/G3XXXeL3NyaMWbU2/ljli1dGhPGj4smzZqt9X0aN20aY0a/XWDf6FFvRZOmhY957pmno0aNnDjwoENK7DzIfFWrVo06O9XN3+rtslvk5ObGuDGj88csW7Y0Jk4YH40aN13r+zRs1DTGjR1VYN87Y96ORk3Wfn3Chho7eVq0bblngX2Htdor3v1oeixfvnLVmPfWNGbPGDN5amJ1knkqVqwY9fdsEOPfGV1g//h3Rq+1v8HejZoUGj9u7KjYY6+9o0KFXxrPPj50cDw86L649c57Y88GDUu+eICfFPq8tuuqz2vvjF7t89r48dGoadO1vk+jxk1j7JiCn9fGbsDntXQ6HcuWrrknFtmhXCpVJrbNQbFCmLZt28Y//rHqiQJdunSJ7t27xxFHHBGnnXZanHDC+nuNVK5cOapVq1ZgK+vLe1OpVJx5dqcY9MB9MfKVl+Ozzz6Na3r1jCpVqsQxxx6XP65Xzyvjztv75n995lmdYvSot2PwwPtj2tTPY/DA+2PsmNFxZqdzCrz/ypUr47lnno72x3eMChWKtQCKLJFKpeK0MzrFkMH3x+uvvhKf//ezuPG6XlGlSpVod/Qv19r111wd99z1yxO2Tj3j7HhnzKgY+tDA+GLa1Bj60MAY986YOO2Ms/PHLFq0MD795KP49JNVDVa/+frr+PSTj2LmjG+SO0EyQtUtKkXj+jtG4/o7RkTEzjvmROP6O0ad2ttGRMQNl3SIgTf+cu08MPyt2Gn7GnHL5SfGHvVqRafjW8a5HVvFHQ+PzB9z9+Ovx+Et94zLzz086u9cKy4/9/Bou9+e0f/R15I9OTLOqWd0iheeeypeeP7p+GLa59H/tlti1swZ0eHEVU8Puf/u2+Mv1/3yx57jTzw1vp0xI/rffmt8Me3zeOH5p+PF55+O3551bv6Yxx4eHIPuvSuuuubGqL39jpE3e3bkzZ4dixYtSvr0gDIolUrFb8/sFA8N+uXz2g3X9IoqW1SJI3/1ee3Pf7o67u73y+e10376vPbwg6s+rz384MB4Z+yY+O2Zv/w3955+t8fEd8fHN19/veqpcHfdEe+OHxdHHnNcAJtesX4bv//++2PlylV/mbzooouiRo0a8dZbb0X79u3joosuKtECy5LOXS6IJUuWxM03Xh/z58+LRo2bxIAHBkfVqlvlj5k5Y0aUS/2SnTVttk/c8tfbov9dd8Tdd/WLOjvViVv+dns0Xu2vf2NGj4oZM76JjieWvcfOUdhZ53SJJYsXx9/63BAL5s+PBg0bxx33DIyqVavmj/l25owoV+6Xa61xk2ZxQ++/xX339Iv77+kXO/5mp7ipd9/Y+1e31X384Qfxu67n5n/d77ZbIiLimPYd45rrb970J0bG2KdB3Rgx8JdHdN96xaq5Z+jzY6LrdY9E7dxqUad2jfzXv/wmLzpeMiBuvfykuPDUA2PGd/Pi8luHx7MjJ+WPGTN5WnTq+WBcd/Fxce3Fx8XU/82Os68eHOOmfJnYeZGZ2h5xdMybNy8eHnRv5M3+LurtunvccvuAqL39DhGxqlHlrG9n5I/ffsffxC133BP9b781nh3+eOTkbhfdLu8ZB7c9In/Mc089EcuWLYtrry74iOtzz/+/6Nz1d8mcGFCmnX3uqs9rt9686vPa3o0aR78Bq31eW+13g8ZNm8WNff4W993dL+67u1/8ps5O8Zdb+kbDX31emzMnL67vdXXMnv1dbLXV1rFb/fpxx933F3gSE7DppNIbcv/QaqZPnx516tRZY1O7//3vf7HTTjsVuZDFy4t8CBTLoiUrSrsEyogdD7h0/YOgBEx7/fbSLoEyovY2Fdc/CErA3B99XiMZ1bcoX9olJOLEQRNKu4REPN2leWmXsF7Fuh2pXr168d13hR+BPGfOnKhXr95GFwUAAACQbYp1O9KaHnMWEfHDDz9ElSpVNrooAAAAoGRsJj1ry4QihTA9evSIiFWNoq655prYcsst819bsWJFjB07Npquo1s3AAAAQFlVpBBm4sSJEbFqJcz7778flSpVyn+tUqVK0aRJk7jiiitKtkIAAACALFCkEOa111Y9BrRz585x5513RrVq1TZJUQAAAADZplg9YR588MH8f3/11VeRSqVixx13LLGiAAAAgJKxpp6ulI5iPR1p5cqVccMNN8Q222wTdevWjZ122imqV68eN954Y6xcubKkawQAAADY7BVrJUyvXr1i0KBB0adPn2jTpk2k0+l4++23489//nMsXrw4/vKXv5R0nQAAAACbtWKFMEOGDImBAwdGhw4d8vc1adIkdtxxx7j44ouFMAAAAACrKdbtSHPmzIk999yz0P4999wz5syZs9FFAQAAAGSbYoUwTZo0if79+xfa379//2jSpMlGFwUAAACUjFSqbGybg2LdjvTXv/41jjnmmHjllVeiVatWkUqlYtSoUfG///0vXnzxxZKuEQAAAGCzV+SVMMuWLYvrrrsuRowYESeccELMnTs35syZEyeeeGJ88sknceCBB26KOgEAAAA2a0VeCVOxYsWYMmVK1KxZUwNeAAAAgA1UrJ4wnTp1ikGDBpV0LQAAAEAJK5dKlYltc1CsnjBLly6NgQMHxssvvxwtWrSIqlWrFnj9tttuK5HiAAAAALJFsUKYKVOmxD777BMREZ9++mmB11KbSfoEAAAAkKRihTCvvfZaSdcBAAAAkNWK1RMGAAAAgKIp1koYAAAAYPOgaUjmsBIGAAAAIAFCGAAAAIAECGEAAAAAEqAnDAAAAGSxVEpXmExhJQwAAABAAoQwAAAAAAkQwgAAAAAkQAgDAAAAkACNeQEAACCLldOXN2NYCQMAAACQACEMAAAAQAKEMAAAAAAJ0BMGAAAAslgqpSlMprASBgAAACABQhgAAACABAhhAAAAABIghAEAAABIgMa8AAAAkMX05c0cVsIAAAAAJEAIAwAAAJAAIQwAAABAAvSEAQAAgCyW0hQmY1gJAwAAAJAAIQwAAABAAoQwAAAAAAkQwgAAAAAkQGNeAAAAyGLl9OXNGFbCAAAAACRACAMAAACQACEMAAAAQAL0hAEAAIAslkppCpMprIQBAAAASIAQBgAAACABQhgAAACABAhhAAAAABKgMS8AAABkMW15M4eVMAAAAAAJEMIAAAAAJEAIAwAAAJAAPWEAAAAgi5VL6QqTKayEAQAAAEiAEAYAAAAgAUIYAAAAgAQIYQAAAAASoDEvAAAAZDF9eTOHlTAAAAAACRDCAAAAACRACAMAAACQAD1hAAAAIIulNIXJGFbCAAAAACRACAMAAACQACEMAAAAQAKEMAAAAAAJ0JgXAAAAspi+vJnDShgAAACABAhhAAAAABIghAEAAABIgJ4wAAAAkMXKaQqTMayEAQAAAEiAEAYAAAAgAUIYAAAAgAQIYQAAAAASoDEvAAAAZDF9eTOHlTAAAAAACRDCAAAAACRACAMAAACQAD1hAAAAIIulNIXJGFbCAAAAACRACAMAAACQACEMAAAAQAKEMAAAAAAJyJjGvAsWLy/tEigjymtKRUKmvX57aZdAGVHvkO6lXQJlxI8T+5d2CZQRy1akS7sEyCpWX2QOPwsAAACABAhhAAAAABIghAEAAABIQMb0hAEAAABKXkpfzIxhJQwAAABAAoQwAAAAAAkQwgAAAAAkQAgDAAAAkACNeQEAACCLldOXN2NYCQMAAACQACEMAAAAQAKEMAAAAAAJ0BMGAAAAspieMJnDShgAAACABAhhAAAAABIghAEAAABIgBAGAAAAIAEa8wIAAEAWS6V05s0UVsIAAAAAJEAIAwAAAJAAIQwAAABAAvSEAQAAgCxWTkuYjGElDAAAAEAChDAAAAAACRDCAAAAACRACAMAAACQAI15AQAAIIulNObNGFbCAAAAACRACAMAAACQACEMAAAAQAL0hAEAAIAsVk5TmIxhJQwAAABAAoQwAAAAAAkQwgAAAAAkQAgDAAAAkACNeQEAACCLWX2ROfwsAAAAABIghAEAAABIgBAGAAAAIAF6wgAAAEAWS6VKuwJ+ZiUMAAAAQAKEMAAAAAAJEMIAAAAAJEAIAwAAAJAAjXkBAAAgi5XTmTdjWAkDAAAAkAAhDAAAAEAChDAAAAAACdATBgAAALKYljCZw0oYAAAAgAQIYQAAAAASIIQBAAAASIAQBgAAACABGvMCAABAFiunMW/GsBIGAAAAIAFCGAAAAIAECGEAAAAAEqAnDAAAAGSxcilNYTKFlTAAAAAACRDCAAAAACRACAMAAACQACEMAAAAQAI05gUAAIAspi9v5rASBgAAACABQhgAAACgzLnnnnuiXr16UaVKlWjevHm8+eabG3Tc22+/HRUqVIimTZsW+XsKYQAAAIAyZdiwYXHZZZdFr169YuLEiXHggQfG0UcfHdOnT1/ncfPmzYtOnTrFYYcdVqzvK4QBAACALFYuVTa2orjtttuiS5cucf7558dee+0Vd9xxR9SpUycGDBiwzuMuvPDCOOOMM6JVq1bF+1kU6ygAAACAzdDSpUtjwoQJ0a5duwL727VrF6NGjVrrcQ8++GB8/vnncd111xX7e2/U05GWLl0a06ZNi1133TUqVPCgJQAAAKB0LFmyJJYsWVJgX+XKlaNy5coF9s2ePTtWrFgRtWrVKrC/Vq1aMXPmzDW+92effRZXX311vPnmmxuVfxRrJcyiRYuiS5cuseWWW8bee++df89Ut27dok+fPsUuBgAAAKA4evfuHdtss02BrXfv3msdn1rt2d3pdLrQvoiIFStWxBlnnBHXX3991K9ff6NqLFYI07Nnz5g8eXK8/vrrUaVKlfz9hx9+eAwbNmyjCgIAAAAoqp49e8a8efMKbD179iw0Ljc3N8qXL19o1cusWbMKrY6JiFiwYEGMHz8+fv/730eFChWiQoUKccMNN8TkyZOjQoUK8eqrr25wjcVaQ/Pss8/GsGHDomXLlgVSogYNGsTnn39enLcEAAAANoFUFLFr7WZqTbcerUmlSpWiefPm8fLLL8cJJ5yQv//ll1+O448/vtD4atWqxfvvv19g3z333BOvvvpqDB8+POrVq7fBNRYrhPnuu+9iu+22K7R/4cKFa1y6AwAAAJApevToEWeffXa0aNEiWrVqFffff39Mnz49LrrooohYtarm66+/jocffjjKlSsXDRs2LHD8dtttF1WqVCm0f32KFcLsu+++8cILL8Qll1wSEb/cR/XAAw8U+zFNAAAAAEk47bTTIi8vL2644YaYMWNGNGzYMF588cWoW7duRETMmDEjv/9tSUql0+l0UQ8aNWpUHHXUUXHmmWfGQw89FBdeeGF88MEHMXr06HjjjTeiefPmRS7kux+WF/kYKI7yVmuRkKXLV5Z2CZQR9Q7pXtolUEb8OLF/aZdAGeF3A5JSc6uy8ZTfm0eWjbYhfzxs19IuYb2K1Zi3devWMWrUqFi0aFHsuuuuMWLEiKhVq1aMHj26WAEMAAAAsGmUS5WNbXNQ5Nhv2bJl0bVr17jmmmtiyJAhm6ImAAAAgKxT5JUwFStWjGeeeWZT1AIAAACQtYp1O9IJJ5wQzz77bAmXAgAAAJC9itWFaLfddosbb7wxRo0aFc2bN4+qVasWeL1bt24lUhwAAABAtihWCDNw4MCoXr16TJgwISZMmFDgtVQqJYQBAACADLG5NK0tC4oVwkybNq2k6wAAAADIasXqCQMAAABA0RRrJcx55523ztcHDx5crGIAAAAAslWxQpjvv/++wNfLli2LKVOmxNy5c6Nt27YlUhgAAABANilWCPPMM88U2rdy5cq4+OKLY5dddtnoogAAAICSkUrpzJspSqwnTLly5aJ79+5x++23l9RbAgAAAGSNEm3M+/nnn8fy5ctL8i0BAAAAskKxbkfq0aNHga/T6XTMmDEjXnjhhTjnnHNKpDAAAACAbFKslTATJ04ssL333nsREdG3b9+44447SrK+MiWdTseg++6O4488JNq23id+3/XcmPr5f9d73OsjR8RZJ7ePQ1s2jbNObh9vvPpKoTFPP/l4nNK+XbRt1SzOO/OUmDxxwqY4BTYT6XQ6Bt7bP9q3OzgObtUsLr7gnJj6+WfrPe61kSPi9JOOi4P2bxKnn3RcvL7atTZxwvi44tKLo327g6PVPg3ijdcKX4uULc8MfyJOO/7IOOKAfeKCTqeud+6Z9O64uKDTqXHEAfvEbzseFc89NazA6/94dnj8/oJOcexhrePYw1pHj9+dHx998P6mPAUyXJt9do3hd1wYU0f8JX6c2D/aH9J4vccc0Hy3ePvRK+P7MbfHh//4c5x/8gGFxnQ8rGm8+1SvmDv29nj3qV7R4dD1vy9ASfK7ASWpXKpsbJuDYoUwr732WoFt5MiR8cQTT0TXrl2jQoViLa4hIh4dMiiGPTokelzVKwY+PCxycnKj+8Xnx6KFC9d6zJT3JsV1Pa+II4/pEA89/nQceUyHuPbqy+OD99/LHzNyxL+iX98+0em8rjH4seHRpNk+ccUlF8bMGd8kcVpkoEeGDIrHHx0Sl1/1pxg89MnIycmNS//v/Fi4jmvt/cmT4pqrL4+jju0QDz/xTBx1bIf409U94oP3J+ePWbx4Uexef4+4/Ko/JXEaZLhXX/5X9L+tT5zd+YJ4YOjfo3HTfeKqyy6Kb2fOWOP4GV9/FVdddnE0brpPPDD073HWuedHv769441XX84fM2nCuDjsyGPijgGD455Bj8R2tWvHFZd0je9mfZvUaZFhqm5ROd7/9Ovo3ufJDRpfd4ecePau/4tREz+Plqf3iVsH/zv6XnlydDysaf6Y/RvXi6F9OsdjL4yL/U7rE4+9MC4euaVL7Nuw7iY6C4DC/G4A2alYIcyPP/4YixYtyv/6yy+/jDvuuCNGjBhRYoWVNel0Ov7+2NDodF7XOLjtEbHLbrtHr+tvjiWLF8eIl15Y63FPPjY0WuzfKs4+74KoW2+XOPu8C6L5fvvHk48/nD/miUeGxHHHnxTtTzg5dq63a1x6Rc/Yrtb28ezwYWt9X7JXOp2OYY89HOd2uTAOOeyI2HW33eOaG3rH4sWLY8S//rnW44Y99nDsu3+rOOe8rrFzvV3inPO6Rot9W8awx4bmj2nV5qC48HeXxiGHHZHEqZDhnnzs4Timw4lxXMdVc88lPa6OmrVqx3NPPbHG8c89/WRsV7t2XNLj6ti53q5xXMeT45j2J8QTjzyUP+aaG2+JE07+bexef8+ou/Mu8Yc/Xh8r0ytjwrgxCZ0VmWbE2x/G9ff8M557dfL6B0fEBScfEP+b8X384W9PxSfTvo2HnhkdQ54bE5d1Oix/zO/POCRGjv04/jZ4RHz6xbfxt8Ej4rV3Ponfn3nopjoNgAL8bgDZq1ghzPHHHx8PP7zq/8hz586N/fbbL/r27RvHH398DBgwoEQLLCu++fqryMubHfu1bJO/r1KlStG0eYuYMnniWo+b8t6k2K9l6wL79m/VJqZMnhQREcuWLY1PP/4w9l1tzL4tW8eU9yaVWP1sPr75+qvImz27wHVTqVKlaNa8Rby/jmtiyvuTClyfEauutffXcX1Sdi1btmzV3LP/anPP/q1jyntr/mX5g/cnFx7fsk188tEHsXz5sjUes2Tx4li+fHlUq7ZNyRRO1tu/Sb0YOeajAvteGfVh7LPXTlGhwqqPRfs3rhcjR39ccMzoj6Jlk10SqxMo2/xuANmrWCHMu+++GwceeGBERAwfPjxq164dX375ZTz88MPRr1+/Ei2wrJiTNzsiImrk5BTYv22NnPzX1nbctjXWfsy8uXNjxYoVhd63Rk5O5K3jfcleefnXWm6B/TVq5Mac2Wu/JvJmz3YdscHmzf1+jXPPuua0Nc1nNXJyYsWK5TFv7tw1HnPf3bdHzZrbRfP9WpVI3WS/WjnV4tu8BQX2zZqzICpWLB+51bdaNSa3WsxafUzegqiVs3VidQJlm98NIHsVK4RZtGhRbL31qg8iI0aMiBNPPDHKlSsXLVu2jC+//HK9xy9ZsiTmz59fYFuyZElxStlsjXjxn3HEAS3yt18e7b1aN6F0OiK17g5DqdVfTxfet/rX6XQ6Uqt/L7LSv1/8R7Rt0zx/+/laW/3nn47iXGvpwvuggKJdM2uaq9b4PhHx2MODY+SIF+PGW+6IypUrb2yhlCHp1b7+eT785Xr7aU789ZjUqv8kA2wKfjdgU0ulysa2OShWF93ddtstnn322TjhhBPi3//+d3Tv3j0iImbNmhXVqlVb7/G9e/eO66+/vsC+K3peE1f+8drilLNZOuDgQ6NBo0b5Xy9dumqp/Zy82ZFbs2b+/u+/nxM1Vkuzf61GTm6hNPz77/PyE/BtqleP8uXLR95qKxy+nzOnUAJOdjrg4LbRoOEvT/VYtmxpRETk5X1X8Fqbk7fOayInN7fQdTRnzrqvT8qubapvG+XLl1/D/DSn0F/ofrbG+WzOnChfvkJsU73g7UZPPPJgPPrQA9G3/wOx6+57lGzxZLVv8+ZH7dVWtNSssVUsW7Yi8uatanb57ez5USun2mpjto5ZcwqujgEoKX43gLKjWCthrr322rjiiiti5513jv333z9atVq1DHzEiBHRrFmz9R7fs2fPmDdvXoHt0suvKk4pm60tq1aN39Spm7/V22XXyMnJjXFjR+WPWbZsaUyaMD4aNln7/6YNGzeNcWNHF9j3zphR0bBJ04iIqFixUtTfs0GB942IGD92VDRs3LTEzofMVbVq1aizU938rd4uu0VObm6MG/PLdbNs2dKYOGF8NFrHNdGwUdNC19E7Y96ORuu4Pim7KlasGPX3bBDj3yk4P41/Z3Q0bNxkjcfs3ahJofHjxo6KPfbaOypUqJi/7/Ghg+PhQffFrXfeG3s2aFjyxZPVxk6eFm1b7llg32Gt9op3P5oey5evXDXmvTWN2TPGTJ6aWJ1A2eJ3Ayg7ihXCnHzyyTF9+vQYP358vPTSS/n7DzvssLj99tvXe3zlypWjWrVqBbayvpQ8lUrFKWecHUMHPxBvvPpKTP3vZ/GX63pF5SpVot1Rx+aPu/HannHvXb/8b3zK6WfFuDGj4pGHBsaX06bGIw8NjPFjx8Spp3fKH/Pbs86Jfz77VPzzuafji2mfR7++feLbmTOi48mnJXqOZIZUKhWnndEphgy+P15/9ZX4/L+fxY3X9YoqVapEu6OPyx93/TVXxz133Zb/9alnnB3vjBkVQx8aGF9MmxpDHxoY494ZE6edcXb+mEWLFsann3wUn36yqunlN19/HZ9+8pFHHpZRp57RKV547ql44flVc0//226JWTNnRIcTV8099999e/zlup75448/8dT4dsaM6H/7rfHFtM/jheefjheffzp+e9a5+WMee3hwDLr3rrjqmhuj9vY7Rt7s2ZE3e3aBJ/ZRtlTdolI0rr9jNK6/Y0RE7LxjTjSuv2PUqb1tRETccEmHGHjjL/PUA8Pfip22rxG3XH5i7FGvVnQ6vmWc27FV3PHwyPwxdz/+ehzecs+4/NzDo/7OteLycw+PtvvtGf0ffS3ZkwPKLL8bQPYq1u1IERG1a9eO2rVrR0TE/Pnz49VXX4099tgj9txzz/UcydqceU6XWLJkSdzW58ZYsGB+NGjYOG6/+4HYsmrV/DHfzpwR5X51s1ujJs3izzf/NR64564YOOCu2PE3O8UNff4Wezf65faTw9odHfPmzo2HHhgQebO/i3q77h5/7Xdv1N5+h0TPj8xx1jldYsnixfG3PjfEgvmrrrU77hkYVVe/1sr9ktM2btIsbuj9t7jvnn5x/z39Ysff7BQ39e4bezf6ZVXDxx9+EL/rem7+1/1uuyUiIo5p3zGuuf7mTX9iZJS2Rxwd8+bNi4cH3Zs/99xy+4D8uSdv9uyY9e2M/PHb7/ibuOWOe6L/7bfGs8Mfj5zc7aLb5T3j4La/PPL8uaeeiGXLlsW1V3cv8L3OPf//onPX3yVzYmSUfRrUjREDL83/+tYrToqIiKHPj4mu1z0StXOrRZ3aNfJf//KbvOh4yYC49fKT4sJTD4wZ382Ly28dHs+OnJQ/ZszkadGp54Nx3cXHxbUXHxdT/zc7zr56cIybsv6+dwAlxe8GlKRym0vDlDIglU4Xvc3cqaeeGgcddFD8/ve/jx9//DGaNGkSX3zxRaTT6XjiiSfipJNOKnIh3/2wfP2DoASUNwGRkKU/3doAm1q9Q7qvfxCUgB8n9i/tEigj/G5AUmpuVex1CZuVO96cVtolJOKyA+uVdgnrVazbkf7zn//kP6L6mWeeiXQ6HXPnzo1+/frFTTfdVKIFAgAAAGSDYoUw8+bNixo1Vi3tfemll+Kkk06KLbfcMo499tj47LPPSrRAAAAAgGxQrBCmTp06MXr06Fi4cGG89NJL0a5du4iI+P7776NKlSolWiAAAABANijWDXCXXXZZnHnmmbHVVlvFTjvtFIccckhErLpNqdGvnm8PAAAAlK5y2mJmjGKFMBdffHHst99+8b///S+OOOKI/Ceo7LLLLnrCAAAAAKxBsVtBt2jRIho3bhzTpk2LXXfdNSpUqBDHHnvs+g8EAAAAKIOK1RNm0aJF0aVLl9hyyy1j7733junTp0dERLdu3aJPnz4lWiAAAABANihWCNOzZ8+YPHlyvP766wUa8R5++OExbNiwEisOAAAA2DipVNnYNgfFuh3p2WefjWHDhkXLli0j9aszbdCgQXz++eclVhwAAABAtijWSpjvvvsutttuu0L7Fy5cWCCUAQAAAGCVYoUw++67b7zwwgv5X/8cvDzwwAPRqlWrkqkMAAAAIIsU63ak3r17x1FHHRUffvhhLF++PO6888744IMPYvTo0fHGG2+UdI0AAAAAm71irYRp3bp1jBo1KhYtWhS77rprjBgxImrVqhWjR4+O5s2bl3SNAAAAQDGVi1SZ2DYHRV4Js2zZsujatWtcc801MWTIkE1REwAAAEDWKfJKmIoVK8YzzzyzKWoBAAAAyFrFuh3phBNOiGeffbaESwEAAADIXsVqzLvbbrvFjTfeGKNGjYrmzZtH1apVC7zerVu3EikOAAAA2DipzaNdSplQrBBm4MCBUb169ZgwYUJMmDChwGupVEoIAwAAALCaYoUw06ZNy/93Op2OiFXhCwAAAABrVqyeMBERgwYNioYNG0aVKlWiSpUq0bBhwxg4cGBJ1gYAAACQNYq1Euaaa66J22+/PS655JJo1apVRESMHj06unfvHl988UXcdNNNJVokAAAAwOauWCHMgAED4oEHHojTTz89f1+HDh2icePGcckllwhhAAAAIEOU0z0kYxTrdqQVK1ZEixYtCu1v3rx5LF++fKOLAgAAAMg2xQphzjrrrBgwYECh/ffff3+ceeaZG10UAAAAQLYp1u1IEasa844YMSJatmwZERFjxoyJ//3vf9GpU6fo0aNH/rjbbrtt46sEAAAA2MwVK4SZMmVK7LPPPhER8fnnn0dERM2aNaNmzZoxZcqU/HEeWw0AAAClq5zfzTNGsUKY1157raTrAAAAAMhqxeoJAwAAAEDRCGEAAAAAEiCEAQAAAEhAsZ+OBAAAAGQ+fXkzh5UwAAAAAAkQwgAAAAAkQAgDAAAAkAA9YQAAACCLldMUJmNYCQMAAACQACEMAAAAQAKEMAAAAAAJEMIAAAAAJEBjXgAAAMhi+vJmDithAAAAABIghAEAAABIgBAGAAAAIAF6wgAAAEAWs/oic/hZAAAAACRACAMAAACQACEMAAAAQAKEMAAAAAAJ0JgXAAAAslgqlSrtEviJlTAAAAAACRDCAAAAACRACAMAAACQAD1hAAAAIIvpCJM5rIQBAAAASIAQBgAAACABQhgAAACABAhhAAAAABKgMS8AAABksXIprXkzhZUwAAAAAAkQwgAAAAAkQAgDAAAAkAA9YQAAACCL6QiTOayEAQAAAEiAEAYAAAAgAUIYAAAAgAQIYQAAAAASoDEvAAAAZLGUzrwZw0oYAAAAgAQIYQAAAAASIIQBAAAASICeMAAAAJDFUprCZAwrYQAAAAASIIQBAAAASIAQBgAAACABQhgAAACABGjMCwAAAFnM6ovM4WcBAAAAkAAhDAAAAEAChDAAAAAACdATBgAAALJYKpUq7RL4iZUwAAAAAAkQwgAAAAAkQAgDAAAAkAAhDAAAAEACNOYFAACALKYtb+awEgYAAAAgAUIYAAAAgAQIYQAAAAASoCcMAAAAZLFUSleYTGElDAAAAEAChDAAAAAACciY25FqbpUxpQCUkPKlXQBlxI8T+5d2CQAlyu8GQLayEgYAAAAgASJmAAAAyGJWX2QOPwsAAACABAhhAAAAABIghAEAAABIgJ4wAAAAkMVSqVRpl8BPrIQBAAAASIAQBgAAACABQhgAAACABAhhAAAAABKgMS8AAABkMW15M4eVMAAAAAAJEMIAAAAAJEAIAwAAAJAAPWEAAAAgi6U0hckYVsIAAAAAJEAIAwAAAJAAIQwAAABAAoQwAAAAAAnQmBcAAACyWLnQmTdTWAkDAAAAkAAhDAAAAEAChDAAAAAACdATBgAAALJYSkuYjGElDAAAAEAChDAAAAAACRDCAAAAACRACAMAAACQAI15AQAAIIulQmfeTGElDAAAAEAChDAAAAAACRDCAAAAACRATxgAAADIYiktYTKGlTAAAAAACRDCAAAAACRACAMAAACQACEMAAAAQAI05gUAAIAsVi505s0UVsIAAAAAJEAIAwAAAJAAIQwAAABAAvSEAQAAgCyW0hImY1gJAwAAAJAAIQwAAABAAoQwAAAAAAkQwgAAAAAkQGNeAAAAyGIa82YOK2EAAAAAEiCEAQAAAEiAEAYAAAAgAXrCAAAAQBZLhaYwmcJKGAAAAIAECGEAAAAAEiCEAQAAAEiAEAYAAAAgARrzAgAAQBYrpy9vxrASBgAAACABQhgAAACABAhhAAAAABKgJwwAAABksVRoCpMprIQBAAAASIAQBgAAACABQhgAAACABAhhAAAAABKgMS8AAABksZS+vBnDShgAAACABAhhAAAAABIghAEAAABIQJF7wixcuDD69OkTI0eOjFmzZsXKlSsLvD516tQSKw4AAADYOKnQFCZTFDmEOf/88+ONN96Is88+O7bffvtI6fADAAAAsF5FDmH+9a9/xQsvvBBt2rTZFPUAAAAAZKUi94TZdttto0aNGpuiFgAAAICsVeQQ5sYbb4xrr702Fi1atCnqAQAAAMhKqXQ6nS7KAc2aNYvPP/880ul07LzzzlGxYsUCr7/77rslWiAAAABQfP/5dE5pl5CIg+pn/l07Re4J07Fjx01QBgAAAEB2K/JKGAAAAGDzYSVM5ijySpifTZgwIT766KNIpVLRoEGDaNasWUnWBQAAAJBVihzCzJo1K37729/G66+/HtWrV490Oh3z5s2LQw89NJ544omoWbPmpqgTAAAAKIZUpEq7BH5S5KcjXXLJJTF//vz44IMPYs6cOfH999/HlClTYv78+dGtW7dNUSMAAADAZq/IPWG22WabeOWVV2LfffctsP+dd96Jdu3axdy5c0uyPgAAAGAjvPnp96VdQiIOrL9taZewXkVeCbNy5cpCj6WOiKhYsWKsXLmyRIoCAAAAyDZFDmHatm0bl156aXzzzTf5+77++uvo3r17HHbYYSVaHAAAAEC2KHJj3v79+8fxxx8fO++8c9SpUydSqVRMnz49GjVqFI888simqBEAAAAoppS+vBmjyD1hfvbyyy/Hxx9/HOl0Oho0aBCHH354SdcGAAAAbKS3PisbPWEO2D3ze8IUO4QBAAAAMp8QJnNs0O1I/fr1i65du0aVKlWiX79+6xzrMdUAAAAAhW3QSph69erF+PHjIycnJ+rVq7f2N0ulYurUqSVaIAAAAFB8VsJkjg1aCTNt2rQ1/hsAAADIbPryZo4iP6L6hhtuiEWLFhXa/+OPP8YNN9xQIkUBAAAAbEr33HNP1KtXL6pUqRLNmzePN998c61jn3766TjiiCOiZs2aUa1atWjVqlX8+9//LvL3LHIIc/3118cPP/xQaP+iRYvi+uuvL3IBAAAAAEkaNmxYXHbZZdGrV6+YOHFiHHjggXH00UfH9OnT1zj+P//5TxxxxBHx4osvxoQJE+LQQw+N9u3bx8SJE4v0fYv8dKRy5crFt99+GzVr1iyw/9VXX43TTjstvvvuuyIVAAAAAGw6b5eRnjBtitATZv/994999tknBgwYkL9vr732io4dO0bv3r036D323vv/27vv6KiqtY/jvxFICKRAEgxIC0iRklCVJk3aRaUIUgQNCBdFLoK0V1EhICpcuHSQIkgTERQsYAOpYugEEAkdDGIQEzpiEpL9/oEZGZJAMoSTSfL9uGYtZs8+5zwT9zp75pl9nlNJnTp10vDhw9N83DTVhJGkggULymazyWazqVy5crLZ/rmqLCEhQVeuXFHv3r3TfGAAAAAAAHDv3WfLGVVhYmNjFRsb69Dm7u4ud3d3h7a4uDjt2rVLr732mkN78+bNFRYWlqZjJSYm6vLly/L19U1XjGlOwkyaNEnGGPXo0UMjR46Uj4+P/TU3NzcFBgaqTp066To4AAAAAABARhg9enSyMimhoaEaMWKEQ1t0dLQSEhIUEBDg0B4QEKAzZ86k6Vjjx4/X1atX1bFjx3TFmOYkTLdu3STduF113bp1lSdPnnQdCAAAAAAA4F4ZOnSoBg4c6NB26yqYm9luWSFkjEnWlpIlS5ZoxIgR+uKLL3T//fenK8Y0J2GSNGzY0P7va9euKT4+3uF1b2/v9O4SAAAAAADgrqR06VFK/P39lStXrmSrXs6ePZtsdcytli5dqp49e+qTTz5R06ZN0x1juu+O9Oeff6pv3766//775enpqYIFCzo80iI2NlaXLl1yeNx63RYAAAAAAEBGc3NzU40aNbRmzRqH9jVr1qhu3bqpbrdkyRJ1795dH330kZ544gmnjp3uJMyQIUO0bt06vffee3J3d9ecOXM0cuRIPfDAA1q4cGGa9jF69Gj5+Pg4PNJafRgAAAAAAKSdLYc80mPgwIGaM2eOPvjgA0VERGjAgAGKjIy033Bo6NChCgkJsfdfsmSJQkJCNH78eNWuXVtnzpzRmTNndPHixXQdN923qC5RooQWLlyoRo0aydvbW7t371aZMmW0aNEiLVmyRF9//fUd95HWisUAAAAAAODubD16IbNDsETtMgXS1f+9997T2LFjFRUVpcqVK2vixIlq0KCBJKl79+46efKkNmzYIElq1KiRNm7cmGwf3bp10/z589N8zHQnYTw9PfXzzz+rZMmSKlasmFasWKFHHnlEJ06cUFBQkK5cuZKe3QEAAAAAgHuIJIzrSPflSKVLl9bJkyclSRUrVtSyZcskSStXrlSBAgUyMjYAAAAAAIBsI91JmOeff1579+6VdOMaqaTaMAMGDNCQIUMyPEAAAAAAAHAXMrtYiysWhckk6b4c6VaRkZHauXOnHnzwQVWpUiWj4gIAAAAAABlg67ELmR2CJWo/WCCzQ7ijdK2EiY+PV+PGjXX48GF7W4kSJdSuXTsSMAAAAAAAALeRriRMnjx5tH//ftlsWWSdDwAAAAAAgItId02YkJAQzZ07917EAgAAAAAAkG3lTu8GcXFxmjNnjtasWaOaNWsqf/78Dq9PmDAhw4IDAAAAAAB3x5ZVqtbmAOlOwuzfv1/Vq1eXJIfaMJK4TAkAAAAAACAV6U7CrF+//l7EAQAAAAAAkK2luybMzU6dOqVff/01o2IBAAAAAADIttKdhLl+/bqGDRsmHx8fBQYGqmTJkvLx8dGbb76p+Pj4exEjAAAAAABwks2WMx5ZQbovR+rbt68+++wzjR07VnXq1JEkbdmyRSNGjFB0dLRmzpyZ4UECAAAAAABkdTZjjEnPBj4+Pvr444/VsmVLh/ZvvvlGnTt31sWLFzM0QAAAAAAA4Lztx3PG9/RHSvtkdgh3lO7LkfLmzavAwMBk7YGBgXJzc8uImAAAAAAAALKddCdh/vOf/2jUqFGKjY21t8XGxuqdd95R3759MzQ4AAAAAACA7CJNNWHatWvn8Pz7779XsWLFVKVKFUnS3r17FRcXpyZNmmR8hAAAAAAAwGlZpGZtjpCmJIyPj+N1Ve3bt3d4Xrx48YyLCAAAAAAAIBtKd2FeAAAAAACQdezIIYV5H86OhXkBAAAAAACQfmm6HKl69epau3atChYsqGrVqslmS/2Kst27d2dYcAAAAAAA4C5RFMZlpCkJ06ZNG7m7u0uS2rZtey/jAQAAAAAAyJbSlIQJDQ21//vkyZPq2rWrmjRpctsVMQAAAAAAAPhHumvCxMTE6Mknn1SxYsU0ePBg7dmz5x6EBQAAAAAAkL2kOwnz5Zdf6syZMwoNDdXOnTtVo0YNVaxYUe+++65Onjx5D0IEAAAAAADI+u76FtW//vqrlixZog8++EBHjhzR9evXMyo2AAAAAABwl3aeuJTZIViiZinvzA7hju7qFtXx8fHauXOntm3bppMnTyogICCj4gI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",
      "text/plain": [
       "<Figure size 1500x1500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from seaborn import heatmap\n",
    "plt.figure(figsize=(15, 15))\n",
    "heatmap(df.corr(),annot=True,cmap='Blues', fmt='.2f')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "4f830ac7-5ea6-421f-a00e-6a94c873ba2c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# separate into input and output variables \n",
    "X = df[['volt', 'rotate', 'pressure']].values\n",
    "y = df[['anomaly']].values.flat\n",
    "\n",
    "idx_split=6500\n",
    "X_train, y_train = X[0:idx_split,:], y[0:idx_split]\n",
    "X_test, y_test = X[idx_split:,:], y[idx_split:]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8bf17a7d-2ea2-41d2-a22c-eeb64370a508",
   "metadata": {},
   "source": [
    "### Feature selection\n",
    "USe RFE to select the most important varaible"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "3453118c-dfbe-4020-9401-cb7cfe291802",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.feature_selection import RFE\n",
    "from sklearn.ensemble import RandomForestRegressor\n",
    "\n",
    "# perform feature selection \n",
    "rfe = RFE(RandomForestRegressor(n_estimators=500, random_state=1))  \n",
    "rfe = rfe.fit(X, y) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "ea1444a2-5298-41d8-a9f0-14a4246cb1b5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Selected Features:\n",
      "rotate\n"
     ]
    }
   ],
   "source": [
    "# report selected features \n",
    "print('Selected Features:') \n",
    "names = df.columns.values[1:-1] \n",
    "\n",
    "for i in range(len(rfe.support_)): \n",
    "    if rfe.support_[i]: \n",
    "        print(names[i]) "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4c0e8279-473b-4088-9e47-fd909a6906bd",
   "metadata": {},
   "source": [
    "# Build algorithm Moving average\n",
    "* Moving average\n",
    "* Id standard deviation is too high => anomaly"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "fd22506d-18d6-4c6a-b131-3b31bc7d2601",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "\n",
    "def moving_average(data, window_size): \n",
    "    window = np.ones(int(window_size))/float(window_size)  \n",
    "    return np.convolve(data, window, 'same') \n",
    "\n",
    "def search_anomalies(x, window_size, sigma=1.0): \n",
    "    avg = moving_average(x, window_size).tolist() \n",
    "    residual = x - avg \n",
    "    \n",
    "    # Calculate the variation in the distribution of the residual \n",
    "    std = np.std(residual) \n",
    "\n",
    "    anomalies=[] \n",
    "    i=int(window_size)\n",
    "\n",
    "    for y_i, avg_i in zip(x, avg): \n",
    "        if (y_i > avg_i + (sigma*std)) | (y_i < avg_i - (sigma*std)):  \n",
    "            anomalies.append(1)\n",
    "        else:\n",
    "            anomalies.append(0)\n",
    "    \n",
    "    return np.array(anomalies)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "4f55f1b8-2de4-4c15-bd9b-d4d47f13c4be",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.metrics import confusion_matrix, accuracy_score\n",
    "import matplotlib.pyplot as plt\n",
    "def show_anomalies(X_test, y_test, y_predicted, anomalous=1, title=''):\n",
    "    t = np.array([i for i in range(len(y_test))]) \n",
    "    \n",
    "    idx_predicted = y_predicted==anomalous\n",
    "    idx_real = y_test==anomalous\n",
    "    \n",
    "    plt.figure(figsize=(10,5))\n",
    "    plt.xlabel('samples')\n",
    "    plt.ylabel(title)\n",
    "    plt.plot(t,X_test,'tab:gray')\n",
    "    plt.plot(t[idx_predicted], X_test[idx_predicted],'rD', label=\"predicted anomaly\")\n",
    "    plt.plot(t[idx_real],X_test[idx_real],'gX', label=\"real anomaly\")\n",
    "    plt.legend()\n",
    "    plt.show()\n",
    "\n",
    "    print('accuracy:',accuracy_score(idx_real,idx_predicted))\n",
    "    print('confusion matrix:\\n',confusion_matrix(idx_real,idx_predicted))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "f8ba7e40-82a4-41c6-85fc-a34c9627e35f",
   "metadata": {},
   "outputs": [],
   "source": [
    "volt = df['volt'].values  \n",
    "rotate = df['rotate'].values\n",
    "pressure = df['pressure'].values  \n",
    "vibration = df['vibration'].values \n",
    "\n",
    "anomalies_volt = search_anomalies(volt, window_size=60, sigma=2) \n",
    "anomalies_vibration = search_anomalies(vibration, window_size=60, sigma=2)\n",
    "anomalies_rotate = search_anomalies(rotate, window_size=60, sigma=2) \n",
    "anomalies_pressure = search_anomalies(pressure, window_size=60, sigma=2) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "3c67093c-812a-4412-b7ab-0320a3d561f3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "accuracy: 0.926\n",
      "confusion matrix:\n",
      " [[461  34]\n",
      " [  3   2]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "accuracy: 0.938\n",
      "confusion matrix:\n",
      " [[469  26]\n",
      " [  5   0]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "accuracy: 0.91\n",
      "confusion matrix:\n",
      " [[455  40]\n",
      " [  5   0]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "accuracy: 0.926\n",
      "confusion matrix:\n",
      " [[462  33]\n",
      " [  4   1]]\n"
     ]
    }
   ],
   "source": [
    "#showing results\n",
    "show_anomalies(volt[idx_split:], y[idx_split:], anomalies_volt[idx_split:], title='volt (V)')\n",
    "show_anomalies(vibration[idx_split:], y[idx_split:], anomalies_vibration[idx_split:], title='vibration')\n",
    "show_anomalies(rotate[idx_split:], y[idx_split:], anomalies_rotate[idx_split:], title='rotate')\n",
    "show_anomalies(pressure[idx_split:], y[idx_split:], anomalies_pressure[idx_split:], title='pressure')\n",
    "plt.show() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "2ed5b971-ee10-4ee4-b39e-28594a6076bb",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "def test_search_anomalies():\n",
    "    data=np.array([10, 10, 10, 10, 30, 20, 10, 10]) \n",
    "    predicted=search_anomalies(data, 2)\n",
    "    assert predicted[1]==0\n",
    "    assert predicted[4]==1\n",
    "    assert predicted[5]==1 \n",
    "test_search_anomalies()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2c20374c-5578-4b7f-a684-c0b9f2edfc48",
   "metadata": {},
   "source": [
    "## Version 2 with ML and ARIMA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "5a4e81dd-202b-4800-a966-f1eafa598de7",
   "metadata": {},
   "outputs": [],
   "source": [
    "from statsmodels.tsa.arima.model import ARIMA\n",
    "from matplotlib import pyplot\n",
    "import numpy as np\n",
    "from sklearn.svm import OneClassSVM\n",
    "def ARIMA_residuals(series): \n",
    "    # fit model \n",
    "    model = ARIMA(series, order=(5,1,3)) \n",
    "    model_fit = model.fit() \n",
    "    print(model_fit.summary()) \n",
    "    \n",
    "    # plot residual errors \n",
    "    residuals = pd.DataFrame(model_fit.resid)  \n",
    "    \n",
    "    return residuals.T \n",
    "\n",
    "  \n",
    "def search_anomalies_OCSVM(X_train, X_test): \n",
    "    clf = OneClassSVM(kernel=\"rbf\", tol=0.0001, nu=0.1).fit(X_train)\n",
    "    y_pred = clf.predict(X_test) \n",
    "    anomalies=[ 0 if _x > 0 else 1 for _x in y_pred] \n",
    "    return np.array(anomalies)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "a5593eac-56b7-47d7-97ef-8552cee38d43",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.11/site-packages/statsmodels/base/model.py:607: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals\n",
      "  warnings.warn(\"Maximum Likelihood optimization failed to \"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                               SARIMAX Results                                \n",
      "==============================================================================\n",
      "Dep. Variable:                      y   No. Observations:                 7000\n",
      "Model:                 ARIMA(5, 1, 3)   Log Likelihood              -28978.623\n",
      "Date:                Fri, 19 Jul 2024   AIC                          57975.247\n",
      "Time:                        15:40:25   BIC                          58036.928\n",
      "Sample:                             0   HQIC                         57996.501\n",
      "                               - 7000                                         \n",
      "Covariance Type:                  opg                                         \n",
      "==============================================================================\n",
      "                 coef    std err          z      P>|z|      [0.025      0.975]\n",
      "------------------------------------------------------------------------------\n",
      "ar.L1         -1.3244      0.046    -29.071      0.000      -1.414      -1.235\n",
      "ar.L2         -0.7989      0.046    -17.434      0.000      -0.889      -0.709\n",
      "ar.L3          0.1811      0.022      8.320      0.000       0.138       0.224\n",
      "ar.L4          0.1271      0.019      6.554      0.000       0.089       0.165\n",
      "ar.L5          0.0587      0.012      4.971      0.000       0.036       0.082\n",
      "ma.L1          0.3830      0.045      8.602      0.000       0.296       0.470\n",
      "ma.L2         -0.4464      0.033    -13.410      0.000      -0.512      -0.381\n",
      "ma.L3         -0.9339      0.044    -21.134      0.000      -1.020      -0.847\n",
      "sigma2       230.6641      3.929     58.710      0.000     222.964     238.365\n",
      "===================================================================================\n",
      "Ljung-Box (L1) (Q):                   0.05   Jarque-Bera (JB):                 0.79\n",
      "Prob(Q):                              0.82   Prob(JB):                         0.68\n",
      "Heteroskedasticity (H):               0.91   Skew:                             0.02\n",
      "Prob(H) (two-sided):                  0.02   Kurtosis:                         2.97\n",
      "===================================================================================\n",
      "\n",
      "Warnings:\n",
      "[1] Covariance matrix calculated using the outer product of gradients (complex-step).\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.11/site-packages/statsmodels/base/model.py:607: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals\n",
      "  warnings.warn(\"Maximum Likelihood optimization failed to \"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                               SARIMAX Results                                \n",
      "==============================================================================\n",
      "Dep. Variable:                      y   No. Observations:                 7000\n",
      "Model:                 ARIMA(5, 1, 3)   Log Likelihood              -37458.758\n",
      "Date:                Fri, 19 Jul 2024   AIC                          74935.516\n",
      "Time:                        15:40:33   BIC                          74997.198\n",
      "Sample:                             0   HQIC                         74956.771\n",
      "                               - 7000                                         \n",
      "Covariance Type:                  opg                                         \n",
      "==============================================================================\n",
      "                 coef    std err          z      P>|z|      [0.025      0.975]\n",
      "------------------------------------------------------------------------------\n",
      "ar.L1         -0.8664      2.247     -0.386      0.700      -5.271       3.538\n",
      "ar.L2          0.0584      0.380      0.154      0.878      -0.686       0.802\n",
      "ar.L3          0.0752      0.083      0.904      0.366      -0.088       0.238\n",
      "ar.L4          0.0728      0.108      0.671      0.502      -0.140       0.285\n",
      "ar.L5          0.0293      0.085      0.345      0.730      -0.137       0.196\n",
      "ma.L1         -0.0800      2.248     -0.036      0.972      -4.485       4.325\n",
      "ma.L2         -0.8572      1.975     -0.434      0.664      -4.727       3.013\n",
      "ma.L3          0.0099      0.380      0.026      0.979      -0.734       0.754\n",
      "sigma2      2601.5056     43.207     60.210      0.000    2516.821    2686.190\n",
      "===================================================================================\n",
      "Ljung-Box (L1) (Q):                   0.23   Jarque-Bera (JB):                 1.46\n",
      "Prob(Q):                              0.63   Prob(JB):                         0.48\n",
      "Heteroskedasticity (H):               1.13   Skew:                            -0.00\n",
      "Prob(H) (two-sided):                  0.00   Kurtosis:                         3.07\n",
      "===================================================================================\n",
      "\n",
      "Warnings:\n",
      "[1] Covariance matrix calculated using the outer product of gradients (complex-step).\n"
     ]
    }
   ],
   "source": [
    "#X_residual=np.vstack(( ARIMA_residuals(volt), ARIMA_residuals(rotate), ARIMA_residuals(pressure))).T\n",
    "X_residual=np.vstack(( ARIMA_residuals(volt), \n",
    "             ARIMA_residuals(rotate))).T \n",
    "anomalies=search_anomalies_OCSVM(X_residual, X_residual)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "89f64bd0-fec0-47ff-9270-1c7adc630c1f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-200.0, 200.0)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(X_residual[:,0],X_residual[:,1],'k.')\n",
    "plt.plot(X_residual[anomalies==1,0], X_residual[anomalies==1,1],'ro')\n",
    "plt.xlim(-50,50)\n",
    "plt.ylim(-200,200)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "a2f08e0c-9c5a-429c-88cc-8f43db2a3077",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "accuracy: 0.906\n",
      "confusion matrix:\n",
      " [[450  45]\n",
      " [  2   3]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "accuracy: 0.906\n",
      "confusion matrix:\n",
      " [[450  45]\n",
      " [  2   3]]\n"
     ]
    }
   ],
   "source": [
    "#showing results\n",
    "show_anomalies(volt[idx_split:], y[idx_split:], anomalies[idx_split:])\n",
    "show_anomalies(vibration[idx_split:], y[idx_split:], anomalies[idx_split:])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a585b765-f902-4a7c-ba5a-59e289d9c73f",
   "metadata": {},
   "source": [
    "## Version 3 with isolation Forest"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "0dadf957-0323-4832-b01a-4fef5b573d00",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>#sk-container-id-1 {color: black;}#sk-container-id-1 pre{padding: 0;}#sk-container-id-1 div.sk-toggleable {background-color: white;}#sk-container-id-1 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-1 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-1 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-1 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-1 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-1 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-1 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-1 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-1 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-1 div.sk-item {position: relative;z-index: 1;}#sk-container-id-1 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-1 div.sk-item::before, #sk-container-id-1 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-1 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-1 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-1 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-1 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-1 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-1 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-1 div.sk-label-container {text-align: center;}#sk-container-id-1 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-1 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>IsolationForest(contamination=0.05)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">IsolationForest</label><div class=\"sk-toggleable__content\"><pre>IsolationForest(contamination=0.05)</pre></div></div></div></div></div>"
      ],
      "text/plain": [
       "IsolationForest(contamination=0.05)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.ensemble import IsolationForest\n",
    "\n",
    "clf = IsolationForest(contamination=float(0.05))\n",
    "clf.fit(X_train[y_train==0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "aacea80d-48f4-4178-98e5-3a41c9ea387c",
   "metadata": {},
   "outputs": [],
   "source": [
    "anomalies = clf.predict(X_test)\n",
    "anomalies = np.array([1 if _x < 0  else 0 for _x in anomalies]) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "3eb4033c-1f9d-4fee-ac57-d6ffcdaae3de",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "accuracy: 0.966\n",
      "confusion matrix:\n",
      " [[480  15]\n",
      " [  2   3]]\n"
     ]
    }
   ],
   "source": [
    "show_anomalies(X_test[:,0], y_test, anomalies, title=\"volt (V)\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c4812401-8c05-494f-b5e1-8090d68f6f2a",
   "metadata": {},
   "source": [
    "# PYOD"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "b8c594af-9943-417c-a122-98d011f81b7f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "INNE(contamination=0.1, max_samples='auto', n_estimators=200,\n",
       "   random_state=None)"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyod.models.inne import INNE\n",
    "clf = INNE()\n",
    "clf.fit(X_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "a08b38cc-83ff-4170-b5b5-0c7d853dd064",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "found 43 anomalies\n"
     ]
    }
   ],
   "source": [
    "anomalies = clf.predict(X_test)\n",
    "print(f'found {np.sum(anomalies)} anomalies')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "9bc153f7-928f-4e32-929d-f05bc4713087",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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sb1Gs+fEV10OgVLa3jo6O3N9tbW1Fu24YxK2SeeWnCJg3L97jEw5frjxsUCzyI9rUciA/3iKeHHjyU0SUY7Q3caxQfDz58ZBRKtvbwIEDc3+/9dZbRbtuGHjbWx9AYyMwf77dsfPn97mgB9725mGDYtjeMplMrhyWQzQ5r/wkB578FBHlus8P4MmPhxqlatBpZ7ds2bKiXTcMfMCDPgIbAtQHiQ/gbW8edhDlQ2xhEkd7F/dkUtTw5Cc58OSnREjCmh+bPIg0ZfLjF+t5CJRK+aHXXb58Obq6uop27aDw5KcPQUeA+ijxATz58bCDKB+Vlb07qsTR3tE+oBzIT9Jsb1u2bMGKFStKnY2SwJOfIiKs7W3NmjW45557sH37djbNOKO9eeXHQ4UkkJ/u7m7s2rWraNcOimLa3jyKgMZGtF91Vd5Xb19wQZ8lPoC3vXnYQVZ+4mjv5D4g6UhatLf//u//xm233VZWEVOjgic/RURY8vPcc8/h73//O9544w32d9d9foKQnziivb300kt48sknI0vPo7hIgu2t2NcOCq/89D3s/OY3sbihAVkAixsa8M4Xv1jqLMUKr/x42EC0b1752Yuk2t7WrVtX6iwUHZWlzkB/QtiBCRfS0ZTmG2+8gS1btmDGjBkFx7mQH6H4xKH8PPTQQ+jp6cHHP/7xvEXsHuWBJCg/QLI6ExV8tLe+h0wmg9b6erTW1wMAjk7AjG6c8OTHwwbFsL2V25qfpNneBMQ76k/of3dcQoRVfrhOxzTYeeihh7Bz505MnToVw4cPz7t2EmxvmUymrEJVehSiVA263NklwUZggo/21vdQjiQ8DMqhnnmUHsUIeFDOtrdStxP0+v2R/HjbWxERlvyYAhVw33d2dub9T/Nhk4dikB/ub4/yQaneYTkOOuN+Vq6d6yuvvIIFCxaUxbNLKsqRhIeBV36ShQ0bNuCWW27Bu+++W+qs5EFWfuJe81MOyk+SyA99Xp78eMSKsLOyQZQfjjBFofxE1cEnqTHwCIZS2d7kmb5yKD9JU34WLlyIv/3tb9i4cWPkeekvkMu8Jz8excRdd92FVatW4be//W2ps5IHv+anEEmyvdEJcU9+PIqGMMqPaoDDpcmRH5cBkirUdRzKT6kbA49gSIrtLanlZ9u2bazaWsqNjgW4dYQebiiXchgVfLS3ZGHLli1Ox2cyGWzbtg1tbW0x5agXxba9lQP5SZLThW4NIcZ1/Qn9j+6VEFGt+VGdK3dG2WzWOOjKZrPagh93tLckNQYeweBtb2q89dZbuPPOO9HQ0ICGhobEBTygs/iZTAapVKpfdoRh4JUfj3JBZ2cnbrrpJmzevBkA8LWvfQ1jx46N5VrFsL3RulYOEzhJmuyl5KfUeSkFvPJTRBQ74IHKYuMyQCrmmp/+WAH7ApKi/EQx6Ozp6cEf//hHPPvss6HTApCzk4n/k2Z7E8f09PTgpptuwq233hp5nvo6+tOaHx9Qo7yxefPmHPEBEKvdVdQDr/zsRVJtb6XOSynglZ8iImzH4Wp706k9tvmIm/yUar2IR3ToS8rP+vXr8dprr2Ht2rU45phjQqcnT1gkbZ8fcczOnTuxYcOGXL5EffcwQ36PfXkg0ZfvrT+gmAShGKGuy438JGmy1ys/HkVDHLY3W+XH5m8Oce/zk6TGwCMY+tI+PyLNqDrSciE/fhIiOMpV+dm9ezc+/PBDp3P6Wnu9a9cu52dQziimVVhe8xN3tDdve3ODJz8eRUNUoa5VBdWW/ESh/PT09ODll1/G1q1bLXOvT98mLx5mtLe3Y/ny5SUjIeUe8CDqxdw68hO37c0GumiQHnYoV+Xnj3/8I37xi19g06ZN1uf0Ndvbtdde6/wMkgqbtXqlID9+k9O9SJLtzZMfj6IhbuXH1vbmQjhU5Oedd97Bfffdh0ceecTpHlTpy397BMPChQtx++2346233iraNfuS7S3qxdxyekkNeOCVn+AoV+VHTFy5TGD1NfIjsHr16lJnITSqqqqMxxST/Pg1P4VI0niHrvkpdV5KAU9+ioi41/wUQ/kR/+/cuRNAr9IQBl75iRY7duzI+78Y6Eu2t2IqP0kiP0nqlMsN5Up+ONXP9hygb7XXYoBezrDZq6WUyo/f5DRZ9ccrPx4lQVTR3nRpRqH8iN852xt3TVckqTHoCyjFHhylkvJlj3cUg86+ZHsLq/w899xzuOuuu/I6yXJEW1ub9lm8/fbbeOmllwKnX662tyDr2/qS8kPfW1/Y5DFpyk+xAx6Uw5ofb3tLDjz5KSJKGfBAVelsAx5ERX6y2Sz+9re/YcWKFQXnl8uMaZJRCvLjbW9qyO+jnJSfv/zlL1i2bBleeOGFiHNZPLz22mu47rrrtPbc3/3ud3jggQcCh/3tT8pPXyI/dLBsQxySjiDkJ07IAQ/6+5qfbDabqPrT30Nde/JTRMQR8CBstLcwAQ9szpfx1ltvYcGCBbjtttuc8+JhRn9SfrztTX09+W/TsTrrorC4liMeffRRAMAzzzzD/k6fwa5duwJdQzwveYa7q6sLf/vb3xIbTUzk02XQWC7EzgZ05rtcbW/03SVN+VHViyhRTra3pCnEXvnxKBrCsv6obG9RRHsTs2auDZq8uNYrP9GCG2THjVKv+RFlM0ryE9V9yO8j7s7a5RmoJmPkey8HO4kKpmdMfw86ABZpiEGeeK4vvvgiFixYgF/84heB0o0b/V35KXc7J5B/D0UhP01NQDrd+78BsvLT30NdF5N42oCWnf449vLkp4iISvkJYnsLq/zI+/wEtb3J3uokeWADwaEzKAb6o+1NHnSGgVd++hf5ofcWlPyoZri3bdtmnY9SIIjy01fJj829fPjhh/jLX/6S915LjY6OjtzfNhsThxqANzUBc+YA2Wzv/4Y+r9hrfpJYxyh0k9NB8NZbb+Gvf/1r4Pv2yo9H0RDVmp8kRHsLujaCkp9MJlPetjfHzqAY6I+2NzHjmcQ1P+VCfnT5SvqgQgdT3ukAwGbwqLuGTMJHjRqVO+b9998PlHacCDKBVdbttQTXwd8tt9yC5557Dn/4wx/izJYTXNdtBLZeib6OwtDnedtbPqK0vXV1deHOO+/EM888g7fffjtQGn7Nj0fRELfyE0e0N5XtTXVNE+jsamdnZ/na3gJ0BsVAqclPsd5hNpstGHT6aG9e+ZHhovwELT8yCefKUBL3kfHKjxv5Eds6rF27NrY8ucJ1ABtI+eH6OgFNn8cFPIi6zJRTwIMobW+vv/562Ox45afUGeiviGPNTzGjvdmeL4POrsrkp2wqYMDOoBiIes2KyzWB4r1DLkxtNpvFu+++iw8++CB0ul752YtyJj+mZ0zvLeg7V81w0/RWrVoVKO24QCNP9dc1P31h5tt1o0pngqDr6wQUfZ5se7PNowvKac1PlMrP888/r0zXFp78eBQNSbG9uQxWxe8q8uNaaei1y5L8hOgMioH+ovxwUY7a2tpw++234+677w6cbty2t6QGPOiryo8JUZAfle2NPsfVq1cnqn0LOmNedu21Bn1h8Ber8mPT1wkwfZ6s/ADxkp+kKz9RkZ/NmzfnKclBn6lr2enq6sKKFSv6TH/gyU8RkRTbW5g1P2GVH9pAlZ3tLWRnUAxEPXi3QSneIS1HYtC5c+dOZLPZUKGZox7ceeUn2YjC9maj/LS1tSVK/QlaDsuVJHDw5Mdwzty5bpmRjpfrBXf9sCgn8hOV7a2trS3vcxTKj00aDzzwAG677TYsWLAg0PWSBk9+ioiwloEwtrekrPkpa+UnZGdQDKhsb8uXL8fy5ctjuWYpAh5wUbqisPxFTU7KkfzInXRfJj9RDIBt1vwAwCOPPJKYCZ6gg8a+ZHvz5Mdwzrx5bpmRji+G7Y2ml/R2Kqpob1EFpHEt/6+++ioA9Z5p5QZPfoqIqJQfVQdUDOVHjojk2mnQitrR0RFqMLh8+XI8/vjjxeu4QnYGxQBXRrq7u3HXXXfhrrvuiqWDKKXtrbKysiD8epgZwKjJuPw+yjHgQdJnVMMgjjU/MuH9yEc+gurqarz//vt47bXXwmQ3MgRtd8tqssqAvrDPiWnNz/bt2/H73/8eK1asAOBIfhobgfnzrfLx0mc+03s8kzYdM3jb214ErT+6SW4XBF3zJk+Alys8+SkiolrzY0tkolR+5H1+uLRsEKXy89e//hWLFi0KtcDdCQ6dAebPL+gMigGO/HR1daG7uzv3L65ryteNE6Kjq6ioyJVJeu9RdCw2abz44ov461//alRjy0n58ba3fGzduhX333+/sp1RRR0U/w8ePBhHHnkkgOREfQtKwr3ykyyYBrDLli3DG2+8geeeew5AAOuVRZ+3uKEBS888s+B7Sn4EAfK2t70IO9miStcWQct/0P3QkgZPfoqIOAIeqNKXr5GUaG9Rkh9ReWkHEDtsCFCJiA/Ak5+4yUkplR9KfqLIh+uzevDBB/HMM8/kZlZllJL8uBwrPztZOeyrsFF+HnjgASxduhS//OUv2d9Nyk86ncaQIUMA7A2XXGpEseanXAmDgOvgL+g+UHHCRH7EPYpyHmigrOnzVl58MVrr69kyRCdOxbOLU/nJZDJF63+CIGnKT1Dyk8R6EAR94y7KBGE7jqhsb1Gu+Qlje+vs7Aw1YC3F4n4AegIUAfFZt25dwaJGW3DrXuImJ6UmP1zHWgzyY0MQ5DJazGhvYZSfcvLS20Bl1bAhP5s2bdKmrVJ+RHqpVAoDBgwAAOzevdsh1/EhqPLTl2xvrrafJM54m+5BlG+u/VGdw6KxET3yGtb58/HeBRew6dK04yQ/5WTRjYr8RHHPPT09gfvLJNaDIPDkp0Qope0tyAApicoP9zyKhsZGrLzoovzvIiA+77//Pn71q1/huuuuC3R+sZWfbDbrnH5PTw+2bdsW6rpxKT8udYMOPKqrq7XpcaQ0jnIblLyZlJ+enp5EDyw40Geh6rBt1n0MGjRIex0b8lNbWwvAKz9JguvMdxIHfR0dHbm/ufcoyqb4LYz1ate3voXFDQ3IAnj7gguAxka2XZPTTqfTuWcXp+0tjvSjRFzkJ0g/IrtlaD+1efNm7blJrAdB4MlPERF3wIM41/wUI9R1UPJTqk545QUX5DqDqKxuKvuULbhnEmc0tiAN8V133YUbbrghVPQ5E/kJ2gm6DArpwINGNKIo1zU/9HNXVxd+9atf4Ze//GWiBxcy6OBW1WHbKD8DBw7UXkc8KxHtTX7XSVR+ooj2Vu7oC+THVvlRkRSX99ne3o7W+nrMmzsXy7/0pbz0uDIUyPbW1ASk09bbRJQT+ZHzFsUEXdB0aNmnaT700EP42c9+hhdffFF5rre9eTgjjoAHFLqGLajyI5OfsNHeaD7CRnsLe15YZDIZtNbX4zc33xzZGp+wgwuT8hOn51q+rgrvvPMOgHAhM3UBD+S/XeBCxulA1ibggaySldr2prNG0nM7OzvxwQcfYOPGjdixY0egfJWijtIOXtVh2wQ8oMoP90xNyk86nc6Rn3JXfvqS7c2V/KgmOEoJV/IjyqpoM13Jj4BcxnXKjzX5EfvoZbPW++SVE/lJku1NRX4E6Wlublaem8RJgCDw5KeIiHvNTxDlx9Tx2az5cbmXvqT8cO8jqjTDnq8a2CZB+REI01ElIeABVX5syY/qWlEhDuWHIgj5Wb58Oa655hr8/e9/dz43DGzWdLgqP/SdC4hnZWN72717dyJIQ1ASri1fjrP2pUZ/UH5UtjdxL2HJj0754WxvyjaP20DcggCV055kUZGfKPoRle1NQEf0k1gPgsCTnyIijPJjQ3h0A9GolB9u4XDQmUOZ/AR9Jp78FJ5frDU/YaT8MORHdHJRKz8udcPkt6dpZLPZyGwPOri8X92anyjJz+23347Ozk7cc889zueGAR3cqsqaDfmhA4GdO3cW/C4rP3K7RG1vPT09BbOupUDka34CzNqXGq77/NBBXxIILGDe50el/ARRsTil24b8UOWHrYcc8REwlKUoVJBiIUmhrlXKj4AnPx6RIiryYxpoccepZsVtyY9qnx+bNFR5KuuAB4iHfIW5F6ou6Aa2USJMgx6F8lNZWcl2rEmxvVEyWoyOOirlR3Xu9u3bQ+aweLAZ3NocQ58FR35Uyg9tO6urq3NtZxLW/USq/ASctS81wig/SVEYgtreZKJuA53yw9UdqzU/OuIjoClL/dH2FseaHzkNHfnxa348nBGG/NgoN7a2t1IqP33R9hYloQiTlupZJtX2FuZeTWt+ogh4ELXyE+ZZ2SIo+YlT+ZFRrMkK06w4YKf80O+5EPTcgJJORKTT6Tz1JwnrfuT3vWbNGrz33nvG8wrqR4hZ+1IjTKjrJKh3gJnAFYv8mJQf1vZmQ3wEFGWpP9reophEM01aeuXHIzYEHejr/ra1vQVRfpJseyuV8pM025tuJp87JgqUWvkpZahr14AHSSA/7e3tuQFTEOUnLPl59tln8eMf/xhr164NlY4N5IGhbnAojjHBxvYmX0+UzySFu6bvu7u7G7/+9a/xm9/8Brt27dKeR5/Rxx54INSsfanhqvzQvi8pg2xTwI641/zo+mBK/lnbm7xvkAnM8azyk9C1Z0mK9mYiYl758YgUUSk/QWxvQZUf2oDR/3XX1UG3yWlUMrAJ69evx+OPPx7L+pqwCJOWjfKTyWTwxhtvYMOGDYGvo7om91mHqMlPFGt+XNIIq/wU2/a2e/duXHfddfjFL35R8HuxlJ+HH34YHR0duPfee0OlYwN5Ua9uTYTqd8De9iZCXYvvZMtwksJdy5NQAlu3btWeJ55FXUsLpt93n93FEkqAXMkPPSYpyo+JvEep/NBya6P8GG1v8+ZZX1t1vFxnh/z0p4ldexaX8lNs8uOVHw9nRLXmJ6ztzWWAF6fyEzbUdVDl56abbsKiRYvw0ksvOZ0nI2nKj4r80O83btyI3//+95ENPksV8CAJ0d5clZ9SBzx4//330dPTg61bt6Kjo0Or/MRpewOKM3g0+doBd9tbEOVHtJ1JVX4o+ZEJo+q8mZpQuCxcZ/mLAFfyI6tlpYbcpiRpzQ9NV2l7a2zs3R/PBop99Oj917W0YORPf5p/QEwEqKurCw888ADefPNN63OSZHtzJT/0eE9+PJwRh/ITxPamI0wdHR249dZb8cQTT+Sd11fW/NDB27Zt25yuJ0PV8EeRZthzVbP6Ys0CN4gLgjC2N7/mp7i2N1p3N2/erFV+4rK9CZSC/HBlIoo1P+I90gEDfYZJV35oOTblTdzTkoYGtwu6zvLHjEwm42x5TJryIxMw7h5Utrcg0d505Edu32Tyo4z2ZkOANBuIi/RmPvEEZqkIeQwE6KmnnsJLL72Eu+++2/qcqKK9xWF7k9t8meDQsubJj4czXOxmtufaKj+20d6eeuoprFy5EgsXLsw7Vkd+gg54e3p6nDsg7roulX/58uWBrycjycqP6e+oBt5JsL1FGe2tmGt+SmF7E5DJj63y09HRYVQHbFCMwaON7S2KaG/cgFJHfpKg/MiTUAK2a35a6+vxwjnn2F1MM3gtFWyIgwxaPpJIfnTKZlzKj2oChX5P1/ywdUxHgAxlp6enB3UtLahftEif+YgJUBDbeNKVH1qeZHJMr+HX/Hg4Iw7bG0UUys+6devYNHShroPa3gDeR2yLIMoPJT9h1Y84yE/ca37E31ENvPuz7c1F+eEIhS6Pu3btwq233oqlS5eassxeT/4b0JMfuYzo7j0K9acYtqGobG8Utmt+KNmVAx4kTflxIT/0vJfOPDPUrH0pYVM2ZNDykQTbmw2Bk8mP+D/qTU51f2tDXQtwBMii7MxYtEit+MiIkAAFmcBQkZ+nn34aDz74oPW7iEP5yWazeXVCJj+0rHFjwHKEJz9FRNy2tyBrfuRzPvzwQzaNOGxvQH4jErftLZPJ5JEfzsLigqQpP6qywCmAUSk/pbK9xbXJaZxrflxm7FauXImVK1fixRdfNOaZux6Xp7DKjxjc/+lPf8Krr77qlK9SoNhrfqgdhCo/ou1MkvKjKuemCaGC8qWZtc/Mm5dI4gOYd7jnUI62t6iUn0wmow14QNOW06VrfnRtXuYHP8DihgZkAbz+hS9YlZ06k+IjI6K1Z0EmMFR95SOPPIIXX3wRq1evtkonCuVHfu8y+ZHHeUkg+1HDk58iopS2N1vCtGXLFjaNqKK96ZSfuG1vW7ZsyZvZTKLyE2YNVCmUn1Lb3iorK0sW6tp1zY+LShb0PenyT/MbZM3PiBEjAPQGTvjrX//qlK9SII5ob7t371aWeUrEs1l1qOukKT8ULqGuc2hsxNqvfjXvq8UNDfjtpEmB8xc3TDvcc6DPrBSDQZk0R7Hmx7aP6erqYidLbMYYRtvbHnR0dKC1vh7z5s7Fq+eea8xTNpst2dqzKJSfTCaT1ybbQjxbeVPlMHmRyY9cLsIsT0gqPPkpEcIoP2Ftb6q/OS+/PHsZtfITxvYm4NKAU0RFfqJSUeS0wpAf1d9x295c8hxnqOsoAh6Y3qsNcacEWbZB6dIPYuk0HR9G+amursaoUaNyn6MKmBEn4lB+ADVRlAd5SV7zE5T8qNqnVf/4j7lZ+7cvuACt9fVYuXJlFFmNBUHITymVn1deeQU//vGP8fTTT+e+E2VXlDlKuOVjRJ0OantTTdzYKj+25EfOtylPrfX1WGxLgCK0YEZle6PtqG0gAZGOID9RrfnRbQodxcRi0uDJTxER1ZqfMLY3Tu4UoIv4ampq8s6LI9Q1UFzlRz6ura0t1CxG0AGqTZpB0nVRfuTjgyLMmp8w148r4IEt+cxms4GjvQn7mNYCEpBY29reduzYkZd/uX2Rrzto0CB88pOfxMiRI/PuIcmwifZmE/BAhqo+yURcJrt9Tfmhf3d2duZm7VdecEE0mYwR5UZ+xNYEjzzySO47QRDktWYUMvkRcI32pppY1U2gCChDXUug9cKW/AC9wTdePe88/cERrz2LyvZGrfe27U8cyk8mk/HKj0d8iIr8hLG9cYxf4IMPPlAeH0e0NyDY4EO+potvGegdyAG9FTpM5Kq4bW9RqYMmFSgM5PJRrFmhYmxyqnuvXV1dVsdy5IdaTkyKUZTkR7ZYbN68WXlt+dyBAwdi//33xz//8z8D6K07ruU+lUoVdbEsZ3vLZDJ44IEH8MILLwCIRvkRoEScvtskrvlR1f2g5IeWrXKIBlVutrdhw4YVfGciP9Rqm8lk8t55kDU/3GdX5UfX57gqP/Tay7/0JbUCFEPQjSB9vjwZIis/tv2x3I9421swJL+V6kOIY1ZfdYz8WVQsnfITlPyEsb2p8mJCECIpjqupqcl1GGHsO3GTn3JSfoKETo3iulFHe7OtozKRENdbv349Hn300dwAV6f86PIZt/IDAJs2bVJem1N+gPz37Jq3dDpdVMWIs729/fbbeOmll/DnP/+54D5tyY9qwJdOp/OIuGx7q66uBmDeSLQYiNr2RutDOewDEsSuW0rlR0d+RLkC1O1+NpsfytjV9qYaN9iQH9s1P0GVH6C3TW2tr8fyf/qn/IMSFG2QsxxS5Sco+YnK9qabiPbkxyMU5IFJFIP9KJUf2vGpyA83qxfE6hQ2cEIQIikaiXQ6nRvMhYn4FnSAapMmEG69h6pTUv0dFDL56S/Kj0wkxLGPP/44nnrqKbz22mt539NZWGo5Ub2DYpAf1WJbWflJpVKYtGfxOs276+x3KpUqKvnhlB+aZ9twx7bKDx3kUXIobxOQhMGD6l47Ojq071VnexOgbXsce1lFAd0koM05xVZ+hg8fnvtb1GNO+dGpU2HIj43yw/0tyryN7S3Imh+gt7yJdmn5F7+Ix08+GVn0Bt3I/OAHxnRcIdd51/Posw+i/MRhe8tm89f86Nq8JLRfUcB9m1+PwODIiesiNzkdnQLCNUY2BEkcx/nWw9reRCWqqakpsH8Etb25Kj8VFRWora3F1q1bE6f8xKEOmjooHV588UVs2LABp556qlb1Ex1wKZWfKCx9tuRHpfyICQRRrkqp/MgQg6aqqqoC2558bfHb2LFjcdFFF+XWAFLy09XVlfveBrLyk81mY7XBceSGzpKrCKwM3UCADsDkhd2y7a0cyA/QW4aHDh3K/uZqe+vu7k6kEhSE/NBnVmzlh9a7LVu2YN999zXa3mQCIfIsRyW0QVDbm7iOje0tqPJTUVGRF0r7pTPPxKIZMwAAx7a35yY6TWhvb8fbb7+NQw45JK+d0OVTrOOzgUx+MplMoDU/xVB+vO3NI1LoiIfLuXEpP1wDF7XtTRzLNS5BK5VrA06Vn6SRnzDqhavtzabRXLhwIZ5++mls3LiR/T2s8hOUpHDkhyIK25vtLCU9T3wv295oenQgEyX5MQ3oRN7E2hOd6kTrCiU4dPGy6+y3TH7inj2X0+/p6cl79vJmra4KMlA4oNHZ3pK0OaCJ/LiepyI/SdgPh0OQvriUyg/Nn1irZyI/cv2Og/yYxiWyYyRK5YfWPRW5cunfn3rqKdx777259YAq0PrhUqfFMwlre4tS+aFEzNvePJywevVqPP7443jrrbecz3UpRGG96aqBuq6xjIP8UOXHlH8dwig/Udvekr7mx8YCp4KQwlWdEdeI2uZRl64JXLQ33XVsEVb5Ec+LIz/iXl1sb0HrBPdZzFgK8qMjXvLAnUIMtoKQH3rvca994ZQfes8y+Qlie6PKD/2f2pqTaHvT1X0d+bFRfkqpkNiCmwR86qmn8Nxzz1mdU+z7otcWe/GZ1vzYKD9Brk8/J035keu4S/8uyr0pIAmtH0HGcGFtb1EqPzQvXvnxcMLKlSuxaNEivPHGG8Zjo1J+orS9mc5XWTdUaZggrsGRnyieh8210+k0Bg8eDCDZyk8Y8mNDeGyIimj0TIN024AH8u9BBxGUSESp/Ng+f9WCaZ3yQwfKppnQqJWfrq6u3PVdlR8Z4l0HIT/0XcVNfuTBoYn8hLG9iUEEfa/iWkkkP0GVHxvyQ59PEsjP1q1bsX79+rzvOFX00UcfxcMPP6ysF3J9KiZ05Md2zU/ctjfub5n82E4oua75oeSK5sOlf7ftz6MkP6UOdW1Lfvrimh9PfkLCJcRvlOSHriWwSV/e6Zk7p5xsb2HJT5S2t6ADbQ5hGpmolR/aAZkGBMVWfsTAWTWLGfeaH9VgQCY/3LNPp9PG5xWkbOnqNh1YCJ+6jfKjIz+uA8B0Op2Xp1KTH3lWOIyirrO9leOaH5vzbJSfYtrDdu3ahaVLlxaosj/96U9x0003Ydu2bbnvVJMw2Wx+FMONGzfif/7nf/Dqq6/2Kdsbd7wOqjpgq/zYlP1SKz/cmKqzs7Mgz0HJj9weRKX8REV+dAEPvPLjUYBikR/dwMY2fdohc+fY2N7CWox0tregZND2PNpYJnXNT5hwzSpCGFT5sSE/XCOqQxTkp7u7O7cGafTo0bGt+XFVfjKZjJXtTZ6p5BC18iMGFjU1NXmLg1XXlmduKYIqP6lUqmjkh84A0w2bk2B749IsNnTlSmf7SZry09XVhSeffBJbtmzBH/7wB9x///34y1/+wh5L1R/dO6XPZvny5diwYQNee+21xNneRB6o+u1qewur/Kj6GXmg77rmR66rujzJa35oPlz6d5n8fPDBB/jxj3+MBQsW5B1H60cY5aezszOvDQy65icO25uun85me8Omq/aJKxd48hMSXKQpFUyefBldXV25Dlp1rq3tTXy2scZxxxfD9lZM5SeKPTfiJj9R2d5s7HAcaGMYlfIThe3tww8/RCaTQW1tLYYPHx6I/Kxbt46d4Q6q/MgzZ4JscIMD2lmbBtxhyA+FyE9tba2xzbJVfmzID82TrPzEOYCkeaPKDy3HxQ54EORacUFXrmz3YhN/d3d3K8lDmHe8fft2Yxv1l7/8BY899hjuuusurFy5EgDwyiuvsMcGsfXQSYikKD+i3HLW32KTH1XfElb54fIvI2rlR+7P161bh56eHqxevTrvOG5LEJf0RV7l9qfUyo/Lmp/f/e53+NnPfoZ33nnH+dpJgSc/IWHjZRVwVX7uvvtu/OQnP8G6deusZl7CKj/FsL2JCh6l7c32+lGTH46AhkUctreg0d7iID9RKD/vv/8+AGDcuHFIpVLOZfK9997Dr371K/z85z/Xnuei/FDVB+idHaSz//ScuGxvNsqPLfnRKT8uAQ/oNYppe+PIj7weIMo1P5zyIz/DJEV709V9V/Ij28yiUH7WrFmD66+/Hr/97W+1xy1duhQAsGHDBmOatEzYTgKqyE8plR9KOoF88qOzHIo807V3QSYO6WfVZJpc9l2VHy7/MqJe8yM/C9E+ye86rO1NRX4ymQzefPPNHIk3pROF8kMJlMvkwIoVKwAAzz77rPO1kwK/z09IxGl7W758OQDgwQcfxMknn6xNyyb9JUuWFMzk2pIfXQduO0Cjg8Gwtjc5XRvQBlxcPwrlR/ztsuGZCsVc81OutjdBfvbdd18A7lbMN998EwC/tsGWVHPKj2z96erqUpKfYtveRN5qamqM16YDiLDKD71G3OTnueeeQ2VlJaZPn57LmzwrTK8fhe1NLv82+/xwaRYb3L2m02mj3Yj7jdtMViAoSRBR19577z2r4ysqKtjyrCIDtsoPXSubFOVHzkNlZSXS6TR6enpy7dBtt91W8DxonQga7a2yshKdnZ1lo/yEsb2JNlMuw1RNCmN7k++3ra0NCxcuRG1tLb73ve8Z06FBhrJZtz3TZCImOxd0/XSxJrDihic/IVGMNT/r168vkG855Uc3mwX0xrHX5UluLEVjCkRje6P5KXWo6yhtb3J+XNNQ7YjuSgbLQfmJwvYmvPuC/LgGPND9Fkb5kWcuhfojn+MS7c2lY4tS+dFZtlwCHsjKD31uUXacH3zwQW6tx7Rp0/LWQ6jIj0x+o1B+bPf5SSL5qa6uxu7duyNVfsKGsteBrr0YN24cPvjgg4Lr2ZIfk/KjCh5QLNgqP9lsFq+++irWrVtXkEYUtjcd+YlyzQ+9P1OedGt+XFQReUylIj+6tWO2+eWwa9cuZLPZXL+havNl8gMU7mHmmhdX25tAEqI5BoW3vYWEy5ofGaaKI8IxAyjYeIuzXAUhVzoSIc/aAuGUH5peKaK90YEKJT9hiItrHijuv/9+/OQnP8kbhMW95seFXNmQH65Bd5k5dh0cZTKZXOczbtw4AO5l0vY33fM3KT9AIfmhAQ9sbW8i7SC2WhX5sVGd4lB+4gx4IGwYIl/yrDhQOCssw3UShf4tKz8m21sSyY+YkApLfqJQfmzKFh3g19bWGt0EYdb8cBODxYQL+VENrsNEe5PLuWnyVVX2VdfjJo9MZUAEfqiurlYGcXF5T/KYirO9dfzwh/jmt7+NupaWvGNd0le9H1XERFU6NptlqxAV+Sln5ceTn5CIU/mhx3/44Yfsby7Kj+kauoFpFNHeTMpPUIuP6/UrKipy5Eeu9C55Ckt+li9fjp07d+KDDz7IfReG/KgIYVDlJ0ioa/naMuTn6To42rx5M7q6ulBZWYnRo0cDcCc/cSk/ckegUn50O5Jz+Vi+fDmuvfZavPbaa8r8mPJbqoAHXFQ8gSg7zjVr1uRdk4YBNpEfEfo7CuWHs72VC/mhgSFszrNRfopFfjKZjLFPsbW92Sg/QSY7w8Bke6N1WuzjJSOM8qMacJuUH9s1P7SciPzrykAmk8lZIw899NBc+tzGxrYw2t6amlDzH/+BFIBZzc2oa2mxnpiieVGRH53tjEsnTvKjmwj3yo8HgHgDHug8xty5QZQfVeMlXzMK2xtNv9TR3ujeCKpB2AMPPIDrr79eGfo1LPkRDQdNP+6ABypFSJc/3bEc+bGZtRJwVX7EsxoyZEhgNdI2f3EqP7a2NwB499130d7enlsDaJN3+bN4l9XV1bnnFTTUtUvAA7k80/uKivxks1msWrUq97m7uzvP9kafNXfPgkSHIT82+/zo0iw2+pryk81mcySW5iGI7Y1rO3Ukvhjg2htO3cxms3l9G0VUtjf6na3tzXQ9+m5EOdSVgWXLlmHr1q0YMGAAjjjiiFz9k8tbENubgGifuru7kZk/H5gzJ+93SoBc0letDQ6j/LgqkZySF2Sfn35FflpbW3HWWWdh/PjxSKVSuP/++/N+b2trw+WXX44JEyZgwIABOPTQQ/HLX/4y75iOjg5cccUVGD16NAYNGoSzzz47b+aunBBG+TFVGl0hK4btzZb8cBI4Bzqg4hrooMpPkMaHEiDVIGz58uVoa2srUN24/AaZCRTvlC58jGPNj6qDimLNDzeb5UIagtjegPwOJCnKTxxrfoC9z8j0vnTti+u147C9ybOkUXWcW7duxfbt2/OuyQ0M5UhQAoL8mAg+TV9AZ3vTKT9x4tlnn8UNN9yATZs2KY/hyhKNiqdClORn586duOuuu7Bs2TKr/OXlY/58nPeFL+TsR7LyI9p0FdnWzWxz7brN5GOcMJEfSi5U7ZaK/KxZswZvvPGG1fXpgFuezODaTlvlRzx/OjbQtS8iyt9RRx2F6urqXPph3pNK+alraUF67lz2nFnNzUBTk1X6USs/NGpfMW1vcUxglQLO5Gfnzp2YNm0aGyYWAL7xjW/gkUcewR133IE33ngD3/jGN3DFFVfggQceyB1z5ZVX4r777sPdd9+NJ554Am1tbTjzzDOL7qONAsWyval+kzsjVztYVOSnp6cH//u//4u77rpLeS06AOMW5wWdTXO1vYl7MUV8Mw06wyg/dGGmID90tjhImqqOqNi2NxfVxXUAzA3KuQG6LcHR/RaF8sO9h6Dkx0Q2dOSH6zB15VoevFC4BDzQkZ+oOk45NCxd81NVVaWMBCUwcuTIXP44uNje6GBEVs+KZXt78803sW3btjw1TEZQ5Yc7L2jAg4ULF2LZsmVsn6Et601NSM2dm2c/ymTyA8cIhVgVYEP3Trl6kzTbW1TkBwB+/etf4/e//71yko9eX1Z+TA4D2zU/4tzKykqryRURxW2//fYDsLf+hVF+OPJT19LSS3A0SF99tRUB4vpKClvyQ1U1k31aBVfbm1d+AJx++un493//d3zmM59hf3/qqadw4YUXoqGhAZMnT8Yll1yCadOm4fnnnwcAbNu2DTfffDN+8pOfYPbs2Zg+fTruuOMO/P3vf8fChQvD3U0JEGaT0zDkx2aWMij5EfdEC7xu9jKbzeKDDz7A+vXrsWzZMmW+6QAsLPkJQhLkgYop4pu4f5XFMAxRoc9WkJ+w1gpX5cfF9haV8hPW9ia/QyBa5ce2/tCZSnGs7Zofm302uNnzMMoPfU/FVH7kMhkH+dm2bVve556eHqXtTb7ngQMH5maaTfWNG2jYKD/FDnXNWb5Ux1AI8mMz8KJ/y3vsuCg/KijLVlMTaz+a9uc/5+VNBJGheaEkTdcXZzIZdHd35ykbSSM/gHrNj6psHfKnP2HuvHmYes89bPuzefNm4/XlSa6olZ+Kigqr9kXOj8r2lrteUxOQTmtJiuxg+diDDxqJTw5z5hgJkIvyYzMBkUqlnCbfuTToXkE6y73OMlquiHzNzwknnIAHH3wQa9euRTabxZIlS/DWW2/h1FNPBdAbtayrqwunnHJK7pzx48fj8MMPx5NPPsmm2dHRge3bt+f9SwqKteZH9ZvNgMf2GqLwy7Iz3UhSNdCk36saLVr5o7S9uSo/ovGxJT9cQ8TNxLlA3hCTu05U5Ceo8hMk1LWcD10egdLY3qJUfujMmRhcifzs3r07Lw26z4ap0+LOK4XyE6ftLSryw5Up22hvAwcONE5giTxzO6onMeBBUPITxPaWzWbzIu3J5+vIj2oQCCjKFkN8BI5+8EEcTiz4ok1VWXR0yk9bWxuuu+463H///do1P9lsFh9++GFR9vwxKT8c6aaoa2nB9HvvRQrA1Lvvxrhf/zp3vOoa3PXldSaqfkZF/E3Kjy35UdU7VvkR5Sab1ZIUeUx17J7Q+dZQWOMEorK90WerinJngpwX1bIKgTBrkZOKyMnPz372M0ydOhUTJkxAdXU1TjvtNPzP//wPTjjhBAC9MdKrq6sxYsSIvPPGjh2bFz+d4kc/+hGGDRuW+zdx4sSosx0YQZk34LbmR4Y8SyF/b5sn7ni58TFZjDKZTF6FVg1qorS9BVFd5IGz6Oxl24bIq2rWj6al+mwCbWxUyg+X5uuvv65cH6d6JjbWKg4um5zScmE7cwxEY3sr5ZofOiAW5Wjo0KEAolN+gpIfLj0bnzhn2aIIE/Cg2OTHFO1t4MCBxgksmeBzEwiiHCRhnx+Rp6DKj0v92Lx5M7Zv3450Os2undLVb92m0AVlS0N8BI68777cGiBX8kOP27BhA3bv3o3Vq1fnvufK+sqVK/GLX/wit79UnNCRn6qqqrz2RD6Ws27td9NNBYv1bSZbdZMnSVB+ZBy/eHFhuVEQIPn+H589W3l9FvPmsenI6ct5VbUrzz//PDsmjlL5UZEnW9tbOSMW8vP000/jwQcfxAsvvICf/OQnuOyyy4yWtmxWvanTVVddhW3btuX+rV69OupsB0ap1/zovg9qe6NSKGAeaMqDGlWHRyscR36KpfzY2N5MA3/dLLsNbMiPnOb69evxhz/8Ab/eM2snQ0V8VYOZKJUf2hC72DWDKj+0A3Hd5DRK5Yfusi3Iz/DhwwFET36KGfCgnJQfbpaSs73J1g4gX/kxtalyuwjkq3lAMvb5sVF+dAEPXGxvQvWZOHEiqxwFVX7y8mdBfATEGiCO/OiiaXGE1jQBJgJKbN261SpvYWBSflRrfnRrVmY1N+Pw++5TXoO7Pm0/5PofxZqfsMoPRV1LCxoWL+YTYAgQnVDOZrNYfPzxWNzQoMxDHubPBxobsXTpUlx77bXsGFWl/HAumPfeew8PPfQQHn74YWU6NvvFqSDnRX7W3vbmiPb2dvzbv/0brr/+epx11ln42Mc+hssvvxyf//zncd111wHo3Ziws7Mzt0GVwIYNGzB27Fg23ZqaGgwdOjTvX1JQqjU/KtsbNwDWdTLifDrgEZVRdFw2s+w2s31JVX6CkJ+wtrcg5Ee3IFXOUxTKjwv5sY08I/9WauVHp5S6Kj+iHNmQnyQEPNARL53yowp4kM1m8Ze//AVPPfVU7jsd+YnKLhTG9nbEEUc429448qNTfnQKRxwIansLEupakJ8pU6awz1H3jq1tbwY7kYyZzc04+pOfBJqajMoPN/NN13rqyI84rhiDQe59mdb82CzWn3bPPXkR80zX15Efrv/h7KAcolZ+bO5dJkB0TCXKSmt9vZEAdTY2Ao2NAIC3334b7e3tBUFYaJ7l9oAjP2I9HLfNBn22UQU8MI09ZPITZKPcpCHSVrmrqwtdXV0FL7eioiL3sI866ihUVVVhwYIFud/ff/99vPrqq5gxY0aU2SkKSrXmR2V70yk5umvQvOhsb2HID638XIUPSn6CKj+6aG9xkx96TVvyY2rgVOQnauWnvb0dN910E5544glnCV7XqNqAUyNdN95VER4XNU+n/AwcODCXV+490DV0xVJ+aGdnGozT+uyi/GzduhXPPfccmsmgQ36+NuXSFdwsvina2/Tp03H++edj6tSp1m24je1Nt+aH/p0U2xvtG2zW/Mjvc+3atQCA/fffnx2IRbLmZ4+dyBYpAKls7/qOQddfn/ueC3jAtVlU+ZGfBa0PuoA4UcOk/MhrfqwG/3tgs18NR37kZ8OtCymF8uNy75QAceQH6CVAH15xBXv64oYGdH3ve7nPIs9cuVfZ3kS9o7BZb5xKpSJTflzGHtls1mqfxKRDPSpWoK2tDe+8807u84oVK7B06VKMHDkSkyZNQn19Pb7zne9gwIAB2H///dHS0oLf/va3uH5PIzRs2DBcfPHF+Na3voVRo0Zh5MiR+Pa3v40jjjgCs109lglAVPv8ZLNZPPLIIxg6dCiOP/549njuXFvyw61rocfT/Muefhvbmwv5qaioYDu+oJ2I7UCCNrBAtMqPa97pM7INeOBKfhYsWIC33347bx8hl/RUz2Dt2rVYv349stlszudPO8Vi2N6iCngQpfIj6pjYoZwOgOk5Ns+qGMqPCqqBu4BqzQ/XYSdN+RHXHzZsGA488EAAZvU+qO1NRX7k5xA1dGqFfExlZWXuHlyVH2BvOzZgwAD2OQZd85P3LvbMqtta3yiGXncd6hoa0Fpfzyo/3ECes70J0IncKJSftrY2LFiwAEcddRQmTZqkPI4j+PQdyra3mbaD/z2Y2dyMpTHa3oqp/LjeO+bOBRob8yaU5fHS+1/5CiorKzHihhty3y3eU66OZso7V+5dbG+6CJ9xKD+m/ZFk5YdOmnR0dLCb1icdzuTn+eefx8yZM3Ofv/nNbwIALrzwQtx66624++67cdVVV+H888/H5s2bsf/+++M//uM/8NWvfjV3zg033IDKykqcd955aG9vx0knnYRbb71VOxOUVAQhP+l0ukAtWb9+PZ555hkAcCI/MmgFDqv82K75yWTyd063sb2lUqm8jld3T7p8u5xXbrY3rsPTQR7I/+1vf7M+3pRHrmOT7VHlbntzUWZ1yo/YaV5HfmyCDgiIZxRVwAOT8kPbDhflh5uQ0ZGfqJQfbpJAFeqas6K5rvnhVALO9iYPAE3XymQyefUoKFxsb1VVVbn2J8iaH0rwuIXwtspPNqte8wsgFAESKkBrfT26u7tRWVmpnIUH8pUz+Vlwyk8Y8rNs2TK8/PLL6O7u1pIfua7QuseRnyUNDfbqB4AlDQ0YZlFeqMJvY3srhfLjeu9yoAJZ+QF6y/Gmyy7DSy+9hJnNzUjNn48nsllAauNFeefGFCrywyk/OvLj6rbgoMqLgMn2RtFvlJ+GhgZtZR83bhx+85vfaNOora3FjTfeiBtvvNH18olDkDU/HPmRZ+dNDarJ9ka/15EfbpYwSLQ3V+VHXCcK8hPU9qaL9qba0Vj1XRjyI2aqwyo/roQwqO2NEmbaydkoP673JINrtMMEPIhS+RGdgEr54YhisWxvHPHSgav7AqrBCTfoLgb50Sk/VVVVbHnl2jQT+dGtD7HZ5wdQDwJ7eno3ia6ursbFF18cigDZ2N7EMXTWOYjtjVMUgyg/mUzGPPkZAQHq+M53UFlZqSX3OuVHTB7QCb8w5MdW1dVNGtFNS0UZb62vBwArEiAUjDMt2m1X21sp1vy01tdjwMCBOI4JFlCAPYEKaJ6BwjFBV1cXenp60Fpfj3e++EVccsklSEl2OXEc/Z9CRbjDKD9BQ13ryD/9XeRFN0mochUlHcVdidkHEUT54Xya8t+mBtVke+OUHF069HhZCuVmLuU0bDo8ebZGrvQusxd9SfkBesmvq+9Wlyeb/Jiet+oZ0LJHG+Igyo/q2M7OTu09ljrggaz8UPJDlR/uukkJeKADXZ8kQxXwgJuQKQX5oWt+VNHeuPITxvZmu+ZHTlNgy5Yt2LBhA9asWYMdO3bob9gAF+VH5JtakV0CHnCTH9zz4UAHXtYWyMZGtAa0x89qbkb6P/4DQOHgnIKSR/lZcMqH66w7haofl6EiP2IAzJFum8X6z59zTo4o2ZQX2n4kVfkBgBfPOANLiEOJBSE+NP+c7U2QH5FH1T3p1vxEZXuLUvlRjQ1NE/P093JVfjz5CQmXgAcCHPmRB2S25EdGJpPBK6+8gltvvTX3nQv5oQ2pS8ADmn9VZeCUH5t70uWbpmtCksiPfM329nYn8mOjRpkQVPlR2d5sGmKb57Z161b853/+J/74xz8qzw9Dfuh9RaX80A5CKD+qmVHbiGsCxQ54QK8ZRPmhf5vIT5hZc5ouRXd3t9L2plMOTXnhyE9Q25sMGv1UhFAOClfbG9Cbf5vF0zL5sVF+VM+Vs5CZrr979+5cCOJsKgXX0lN7zTV596Gzvcn5EnmWB/+6cvPOO+/giSeeMKqKpmcun0/LN5BfhumxOgK0uKEBL55xRkFeOND3HGbNT1TkR6f8iOv9bdYsNfmTiA/Nm8r2piI/3MSvC/lxDXjAKT9x2t7kiHNyGfPKTz9FqZQfne3t3nvvzdsI04X8cI1bVNHe5NkaOV9xKz/y9UsR8KCzsxOrVq0quCan/KiUA8Cs/NggStubbcAD+Tcuzy+++CKA3g1dVXkOE+1NNdDSkQdV+qIM0/cpBpRhyA+nkHR3dzs92zDKD6f6CqgCHnB1Un6+YW2PHHTKjyraW9Jsb5T8bNy4UXe7SshrB4OSH1vbG5A/w8+t+clms1bvmLY1Oqvctm3bAADPnnoqUpkMdn3/+8a0887/xjfy8q1Tfri8cMqPrk4+/PDDWLhwITZs2MD+bkN+uN9U5EceOwwbNgxrL7qogARsuPxytNbXayd/uDzoyI+N8hOF7U3ud+j/AoIYtNbX46Vzz837rYuEpqag5Ceo8hNkzY9J+VH1mbQsrlmzhg2vrYIL+eGUH09+PBJne+PyYUN+OEtOXNHeVLa3oLPAsoJ233334aWXXlIeJ55/KUJd33nnnbjlllvw9NNP533vanuLQvmJwvZGG+KobG+6yDHFVH4ymQzWrl3Llg95xp8OglVtArWSudjeuDRkLF++HG+//Tb7G03PJuABEI/yA7it+ers7ERLSws++OADbV7lZ2Wzz09ctjduEGoT8IBulBlE+XnllVdwzTXX4OWXX3ZSfkS+ZXugjK1bt+KRRx4p2J/PpPwA5v4AyC9LNuRH7KXV8Z3vWG9EubihARu/9jUA9uRHLuOu5EcMHLn9Wui5ruRHVe7owPSggw7ClVdeicGDB+cUoCyAD6+4Apsuu6wgbe46f//73/HII4+w44Mga36iUH7odeRJB/q9+O6FM87I3fvihgZ0KQgznVC2UX64e7JZ8yPnVRfwgOZL/kyVnyeffBK33nprbn8gE0zkh15TlGFh5+4rtjfngAce+QgS8MDG9mYaoJg6aptj6W+0MshrfqJSfuQKF5Xtjf792muv4eWXX8bLL7+M6dOns9cvpe1NzM5wyo/8bJNke+M6ySDKjyv5keuCzrZEobq3TCajfI5yXt555x0sWbIERx11FM466yw231xwENPgwNX2Jqch15uenh7cfffd7KajumvrwClsApQE0PfDzfzqbG9A73NTkd0333wTS5YswZo1a3D++ecr80rbVbGuJ45ob7p2Wx4QuZKfsMrPunXrAPTumWdDfuSABybl54UXXiiYsKHXUCk/gHoQy62VAPjNc0XagvwMGzYMQO/zbq2vRzqdRsPixex1gL2L+utXr8aoUaO0tjddXrjJQZvnbOoTXdpMmp681ozWMfFOxG+t9fVora/H+eefjxSjDnJ5uOeeewAgt6WBLtqbzvYWRPnRteECIi8iXxwx6OzszN07ABxrobYHUX6y2b17L0W15gfofQ7cpqL0XQjs3r0bgwYNYu/PJi/yNUSaQK+de/fu3V758eiFy5qfKJWfnTt3Yu3atUarTjqd1npng9je5MGTPKAstu2NnqeriCryY4r2pvPdqj67IoqAB655MD1v12hvNhMBujogQAfD8rsJq/zYWDUExIBUnu0G9MqP6jm4EEXb/IvvdDONNL0obG+03qqiNXLKD3dPOgIuZjGpKsJBpCvqsxztjRISnW3SVH9cAh7IqqiADfkJovzQ561S3bjjVWt+5PyZZnd1QTzCKj80LzL5Ec+ztb4ej598MnsdQXwAoKWlBb/5zW/YdkQgStubifxEbXuTyQ9QeI+0/uomf7jnENb2FpfyI/9N86kKzCKDkhhR3kWbQskP98xFvsTfUa35Eely6VCCJ2Cj6uvyIj7T9yRUS7F5d18hP175CYmobG/yOgRTRyxmZPbbb7+87+V82JIfW9sbsHejPppGGOXHtPHfzp078eKLL2LatGkYOnRoXr7lv+ksCp0xpNcv5ZofFdrb2wsaIl1nFLfyQ2exVNeWB3guAQ/ELL1475s3b8aIESMKbFnt7e25AAL0/DjIj+p56zoynfKjgg1RNM2Q2hzLkRHbgAc2yg/Qe9/c/jAq5Ud1HQ5ixnH79u3avNKBfHt7u9L2RgcnQWxvnDKiC3igs1bpyM/WrVtz+9HYQuRdZ5fhjqfR3mSFlbZHJpVYF77dNPAH9OSHqouiLIh+gJLNv82aha6urrzwzu9/7WtoHTMmL73t27db29505EccV0zyI/pKea2ZLtAGR35En6dr/6iFSvSrYW1vLsqPbs2PgGrtp6z8UJgU3mx275qfwYMHY/PmzVYBD+g7lq9J8xxE+eHyyfU1tmMAHfmhEyhAvvIjrk9/L1fbm1d+QoKTm1XQkR+507KdxV+7di17DZq/sMqPPLjklB8b8iMPqESl52YbKF544QUsWrQotwmsfKyK/KgGujL5kePYy+dGaXuTIXy0NsqPaU8kV/Jjsmtwtil67TC2NxoieunSpbjxxhtzthqaL9krHzbggW4WUEV+uPpjs+ZHBdn2tnDhQvzpT39SqpkUurzIiEv54SJCynmOQvkRA5COjg7t7KK4TxpowiXam6nciu91yo8u4IEp2lt7e3vu/sS+RJs3b1beLwcX8kO/55QfQD+w5aArV67kRzdYFceJtltW2ujalvarrsL7X/mK9tqmaG/cZKKt8kPbR9MzsGkzuQkmbk2NingI0E1Rde0fDbmumxzlzndVfmg9slV+5DJH75O2UTolkcu/TH5EGibbmy5oB72myyangFr54WxvUZAfOb8y+ZGvUa7Kjyc/IcEpCyZEofyoEJb8mEJdAzz5oRXUFOpatr1xO6cDwK5du/IaIhp1RDVQpLOlcqWUGy/a6MiNVdybnAoMGTIEgB35MQ1solR+5OcRVcADbgJADPSE3YebdRKwVX5U92bjU5d/s1F+uMkDFWSL0FNPPYVXX301Z+nh8qLKv+5YFfmxUX50AQ8APugBN/hRDa7kdYUc6LvX7X1DlR+Rpku0N9s1Py62N3qMyfYmVJ/Bgwdjn332AeC+7ocrq2HIj0515sDZoQVM/QFgVn7kv+laDzmPrfX1mDd3Ltq+8Q1j3TApPzLofZrW/NhYwV2UH5pXHbmwsb1x5VC+b1rnbGxvujU/QZQfWweJgDyhEUb5EeeI9TM2AQ/o8+ju7ja2fQKc8qObfKVl1+QWUUHuvwTEZx35kZ+fJz/9FFyDpILc4KqiyoQhP9xMVZRrfoDCwaat7U1uPCorK1HX0oLvXXUV6lpa8u75/fffx3/913/hr3/9ay5tlfKh+tu0XqSqqip3L3IDGVT5ef7557F8+XLm7nshN1bCR0sbV+5e5DzFTX5sOraolB/5/XJ+Y/l8U8CDIMqPnG8d+ZGVHwEbZUW2CNHnaco/fQ+vv/46Hn74YasNIqMMeADwG51yZEtlezMtagby66/O+iauJSYzenr4TU5N5Mc0UNbZ3nR7f9iSnxEjRmDEiBHa+zURCVfyw0V7o/el+ixDV64oqaewtb2pSDz9n8sjVfRVG2oHIT+2yk8c5EdVVoOSH64sC7iSnzDKD61HYpCtipCnaptkN4Cq7bKZLJLJT2dnp5PyI3/WKT8m25vqOXPKj6meiryolE9uYl5e8yPD2976KWSftA5BbW82gxX5GjR/NpuFua75kdOwIT9yh3PwH/6AWc3NSKF39+3jSbSeDz/8ENlsFh988AE7kOLSlY9R+W7prKEq6IFOdpavCfQ+9/Xr1+Ohhx7C7bffzuYTQN76FWCv7U1Wz7hrqBpT1fEm6I63UX5oOQ2q/NDBPzeTqiI/xVjzozqHHiuTH1vbG2dTMVnE5LwsXrwYzz77LFavXs0eG5ftDbBXflR1VrUXEoWt8iPb3mgACBvyY0PaRVoiHQEb5cekMomADsOHD1fuoQT0Tqz86Ec/wltvvVXwmwv5oXkT7Z94TqqIbaa2hRuICXABQ+Q0XcmPamAP5JdNcfzBBx+M7373u7ljdORe11+62N5swne72N5kuyzAR1NzIT+69o/WOdoexL3mRwyyuY2/aRq2yo8MG9ubOEYE33G1vcmf6X3L74OzvekUubDKj06FslF+ZOhC0ycZnvyERBDyo+tExfe0AVNVYg6ZTKYgVHDUtjfOZ+pCfioqKoCmJhx0xx15vzcsXgw0NQHYW+E5ZYDmW/6b5sMmUpjKXxwk4AG9nkoKlhsQ8a448uNqe3NVC+kz1l2LHkuvI9veTB0c/U2n/ERBfmgHprsvG/Ljqvy4rPlRER4XK41sDRTg6oVtwIOwtjfThIXNLu6uyo8gDnTSQyY/3KDXVvnh1CpVwAMX25u4z9raWq3lZ/Xq1chms7mw1hRBlZ9DDz0UBx54ID7xiU8A4NUt7rMMjlSL9RKqaH22yg9HqlXrWYD8ASvnaKD3Y1rzIyNq5YdTfVXHcMqPTHBslB8ubLKcX8B9zQ/XRwRRfqjCwKk/NsqPrp2zsb3JEypdXV3aIBPiGApVXbRRfiiiXvOjywtXNkT/olJ+bJwHSYSP9hYSUSk/OvJjM1ih16iurs5bLMzlK51O512H6yRcbG82Db045sC77wZU6sicOb35OeOMXL5M5Ec1aCwm+clms3kD4R07drD7l8jfRUl+gig/nZ2d+O1vf4uOjg589atfVa7FMA3SXW1v3DoMG9ubbvDKXUtu3F1CXQvYrPkRcA14oHquNrPJtpGkaNqutjfVsZxCwU1ImMiPrfLjQn52796NupYWzGxuRiaVQvof/zF3LW6th+2aH5kYZLOFUbeCrPmhBIpbPyAgvtO1RybFmh4L9Frt6B5KFRUVBesVdGkJcGt+Ro4ciba2NqXyQ5+B7WJxTr2XUV1djZ07d6K7u1tp9+T6AgHdvabT6YJ35DJRIcPV9kYnrIDwa35UrgmAV1u58UFVVVVB0CAVObNRftLpNAYMGID29nbs3LkzR6LltIMqP6ZJDvoMuVDXKuVHrrO2tjdO+aFQkZ84lB953V9FRYVR+bGx2iURnvyEhEvAA7njVaklYZQfecZbVTArKiqM5IcbKIg8ie/F4NVW+alracGBJBQpizlzMHbNGmDfffPSVq0fsFV+uIFzlOSHfrd9+/bcxnAUcmftQn6ijvbW09ODhQsXYs2aNQCAtra23P4Z4h3W1NSgo6MjN3AUoVZpGuK+ggY8kN+vq/KjIhs9PT0FdSeI8iPIPbcPStA1P9wg2SYvUZCfKJUf00a4YWxvtP7a2N7EIGLagw9ixp42puLqqzFi+3ZgyJC89xZFtDead9uAB3KaAL9HFEd+xLPmnpn4jqpeJuWH61dsLE0cuHI/YsQIrFq1Sqn8qCb/gq75EXBRfoKs+ZHfUSnW/OiUlWKRH0ra5TWr8tjBRfkBetfaCPKjOjbomh8b25uAjvzI7Yb8jrm6yE0SiPdhU47o9eJQfmh/Jq4j+uC+Rn687S0k5MXLOgRVfnTkx7T+BgCmTp1acKxccTlZW0Ae4Il0OOsSoG7op9xxB2aZiM8eTPjVr1DX0pJHCqJSfujzVM1AByE/9DjVTLV8XtA1P1EoPxs3bsSzzz7Lni+uJfJHf+fKravyY2t7U0V7MwU8kNOR88sdo3t+qmcfh/IjE2kKznJl8lzT9sRW+ZFnbmWIASatY5xypbqPuJSfupYWzHjkkbzfh19/fa4t4chz0IAHNO/ybLBpzQ8FHVTp7IA68sMpPybyw5XTILY3eQAuMHLkSAC9g2jTJrzvvfcefv3rX2P16tXO0d7k69LNbml7wUWGC2N74wbLqnSiXvOjUn7ksYM4T0C006o1P/SZqciPTP7ERAZX/4MoP8DeQAO7du1SPo+o1/xwE6qiLGWzeyPAhVnzw7W/pgkp1QRZUOVHp0LJtrdMZq+dX0V+ytX25slPBLBZ6wDEY3uTf+PWOpx99tk455xz8KUvfSn3nRzPnTYocpqyJ1VUXpqGTUN/4O9+p7wPDjObm9nBMc23/LcN+YlrzY+s/HCQ301Q29v27dtx00034fnnn1fmyRVceaTkh9p95O9c1/zoAh7obG+6wavufgSCKD/yedyMv0AUa350A6Egyo880+cSQEV1L6LcqpQGW+VH1XHKM8k25OfA3/9eObkyq7kZRz/6qLb8mCav6GJgMVCUfwtie6NBE3RrfnQ2Kxfyo1M9uL5Jvh8ZKoVh0KBBucEjp/7Qa7zzzjtYs2YN7rjjDm1oYhvll9u/Ta6XOgJosr3ZzrbHofzI59F8ie915Edem0bT6ejowI033ohbb70V3d3dLPHgbG/cRIaKnNkqP2J9SRzKj2mSg7O9AXsnY8KQH248V1FRoZ3gVjleOOLvqvyY1oPRMZRqzY9XfvoxbMmPQJzKDzdrXFtbi+nTp+f2lOHyQBtYnRRKr6lTfrhnseyLX1TeB4clDQ3o6ekxDqRU5McU7Y3egyv5kRtxzvZmyisQ3Pa2cuVKrF+/Hq+88kruuzjID238TeQnqO1N56GPmvwEWfMjn6dTfnR2HJpfne1N9/y4fKhCjXIDK1vbGz2eAxcl0WXNj0phEJAnLnbu3Kldw1LX0oKP3Hor+7vA8Y88gmMfewwAP3i2tb2Ja3JqeZg1PxUVFVpSaKP82JD5IMqPrkyq1t+kUqlc6G6O/HDPu6OjwynaG3ddFfnhlJ8wtjfdfcjpxBXq2tX2JpMfiq1bt2Lbtm1YvXo1SzpEWiryQ/OlygM3OQtEr/zoCIWN7Y3WeXEPKvLDTc4C/JofTvlxIT9yW66bzFNBNSEAFL5Lcc9VVVUFfR2Xv3KCJz8RwGXQB7iFujaRH7ki03Nl6HzuOtubrPyI37l1GwJc5/3GZz+LxQ0NynuhWPHP/4zW+nor5UfV4Uel/OhmWml+bGaqab7T6XQegdSRH3mmmVv8bJq5NoF7jvTdc2tyuIbUxfZG07UhP64BD2RErfyoOmCduqJSfrjnK4Meo5pxFFCRH13e5PsJanvTTVikUimj7U10utXV1UinexeZqwZkR/31r9Z22hMeewx1LS2hbG8i33KwA5oWNylAfzcpP0HX/FAEIT9B1vyobG/pdBrDhw8HwIe75toJsXieyy89x0b5oRYuUe7l9+OynhbgZ+5V7V2coa7Dkh8Oos5ls1nl3kzcxA3XR6jW/Kjula4fAvaSn2Ku+eGUn1QqlRdIBbBXfjhVPKztTR4/qGzhOujyIis/ov+tra1V9gXe9taPYTPoM5GfoLY3kwJBQRs+F9ubSfnhrsk19rt370ZrfT3WXHqp8n4AAPPnY8WXv5zLFzeQCmJ7K3bAAw40r6rd57lrqPJnImkuoOfTzkju7LiBm63yw5EfmchFZXvj3lvQNT/cc+Y6LRvlh54XVPkJOqts6mhVSpYM2zU/KvKjiiooQMM/03CzHI79y1/Y71WY2dzMEhYX5YeSH/q97ALg1BD5WtyaH53tzZbocN/t2LEDS5cuzcsrRZA1P0GVHy5/NTU1TgEPuPtQKT80jzoCqANXf0qh/MgEx3bNj075sQktr1N+6lpaUFlTAzQ1afPA3auL7c1G+eEcLDqHjjyesCE/8rjP1vYWlfKTSqUKyI+NCqMjP3LAA5G+jvx45acfw8b2Fob86CoGN2BWNcZcJy03viYpVOSJfs+pFlxjL2b/dn/728D8+WweuxobgcbGvBnuPOWnqQlIpzHyF7/Iu2fub9mSw83gRrnmx1X5EbPa3Pnysar8qRrGIOAGZLQT4cgJV25cbG9AIZGT6wXXiXAqpgwX5Wft2rXKzULl8+izUc2cmWxvujU/NsqPy8BKXnwfpfJDZze5cmEiPyblp7a21njsU6efzn6vwpKGhkC2N1mx49QDTvnRpQnkDyJtbG+2RIf7rqWlBU8//XTufmREueYnlUrlokdySgL3vGtrawvu3YX8pNPpvGcoHy9POriSH24yUlVfbeqoTZ3n7lkm17QMq34D9OSH5lG1T52K/NS1tGBWczNS2SwwZw4m79nKglMFw9regio/3AaeAtxkpsi3INNh1vxEZXsrpvJDbW8m8hPWdVIKePITAaIgPzrbm0sDbav8yBVXR35MAQ841YKbvRPkZ8SIEUBjYwEBWtzQgK7vfz8vPzTtYx97rHcfoGwW+9x4I+paWvLugZ4HqGeli6H87Nq1yxjhqKqqKq/syJ0WPVa16WiU5IdTfmjDrOuoaTm1sXDYkh8gP+qXi/LD5ZPbv6inpwe33XYbnnzySWW+VQQsqPITlPy4KD9cfgG9JU81WyqDW/PDKT+qsmKyvYl0a2pqjOTnmZNPtrbTLpk5E6319U62N3ocHTzrlB8V+eGePaf8BF3zw6VLsWLFitzfHCEJYnvTKT8iYAq3Lo3Lc21trVYBN9V/WrZ0yk8xbG8uExSutjf5eFvbm00bANiRH3F/Tz91DWbXN+Pf63qPaaoDDpryW7y38raSKT8coRDjGO5Z2yg/AqqgEWGivQVVfsaPH593bFjyQ99TNpvNkc8BAwZoy0w5qj+e/ESAKNb8BFV+uOvQa82cOTP3NxfDXZ6hDaL82Njedu7cmftOzAYKApRNpbC4oSG3xofmR5CCupYW1C1cmJfmrObmXAhbAfq3KhJVXORHPo4LFUrfTW1tLUt+ZEsiUPg847a90bzolB+BMLY3ec2PnD61voUlP5zys3v3bmXQAAGuPOg6D9Oan1LY3myImS35icr25qL8qCxymUwGrfX12PT1r7O/CyxuaEBLXe8IjSs/JuVHzre8ToGmq5qd1tnedNHestks++7lNCi4ckT3Httvv/0Kfg8S8EC35kdnWeSed01NjXIWnuYjrPITpe1NdS9BbW+qDUNpeyNPlHHkh6vvOuWHwlb5eW/lbfifsa8jmwIaZwGz/xGYMwvIpoBbp6zEXx/+XsH1XJSfKNf8UKeKDB35kTchtQ14oNrnhys/unKoU37q6uowe/ZsjBo1SnlvMnQT3fS7bDaLzZs3A0DOvkrfIz3Xk59+CpsZ72KRH1oIv/Od76C+vr7gujQ/Nmt+VMqPi+1NqD7Dhg3LJ1ONjUhlMnh8z8ytPGjKZDI44oEHlAuaZzU340Tym6vyoxpYhVV+AN76Ju5v0qRJmD17Nkt+uEaaUyzkvMWh/HC2N+46UdjeBIHUKT9hAx5wa35UHT2FrfJjY3sLo/wEsb2pZr85qCY6ZIQNeGC75qempsaoEolr7fzmN5UKkJhcEeAGz6rnzrXFmczeACQutjddwAOd8kOtJS5rftra2rB+/fqC4w444ACcffbZBecEsb3plB/Rd3CTCyryw61jlfOvGoSl02kn5ScK25vqXuQ6qlMcRD537dqFa665BrfvsY3R3zjlJ8o1PxQ25OeTCxbgtskr835fNCX/+P8evhRoanJWfgT5aW9vVyqBrmt+bG1vruRHVn6E2mlre+PuhYLrI0Qa1dXVOOGEEzBmzJiC+1BB1x/IBPvDDz8EsHfShB7LBbooJ3jyEwFsBn0UNrY300yBCrK/n8snvXaQNT/id53tTe7s8ixvDORZFPH/jEWLcNT997PnCMxqbkZmj4XOlfzYKj9yg2mj/LS1tRXkVaQze/ZsHHDAAXllR+4AXJWfoL5butGqAGd7Myk/YhM0zqctwM24ys9apyK6KD9cg8wpPybVRz7PRvnR1VnZPkXzAujfIzf7L+dfZ2k15c1V+VGt+clmeyMFyQErRP6iXPMjrltVVYXW+voCAtTV2JhHfOT74gjJ9u3bccMNN+Dxxx9nJ67C2t5Uyo9qzU+QDY4zmQzuvPNO/O///m9uIkZca9q0aRg7dmzBOUECHqiUHzpw5Ai6yhKps73Jqob8NyVcNmt+XG1vqsGryXbI9Q/0fkQay5YtQ09PT549kWvz5EEwnYC1IT8mqMiPaLvqWlpQv2gR5i2RD8j/OH8JgDlzkPqP/8h9Z6P80A015f4kjjU/LrY3U8ADYdmztb3RNDlwfYTq3qMkP9lsFhs3bgTAkx96bDlGfPPkJwK4zHhzx8sNY1TKj26QIys/OtubSflR2d62bt2K9957D8Be8iNCn8qQBwU9PT2oa2lBw+LFynugSM+dCzQ15d0/bcBVz4UjP9RiIqDrkMVn0zEibaCwY+KUHxvyY1J+hg4diunTp2PWrFkFvwmIxjqM7S2dTuf2keLsfnK6KutXd3d3QfqctY+bbZc/2wwSbZUfVR6iVH50ypp8jE75kTtlebCgm/WVZzlVx5rW/GQyGSxatAidnZ05SwZNM8o1P3K9EQQom0oB8+cj84MfFJyjC/sPAEuWLMG2bduwaNGivHxztjcuraiVH1clWny3detWZLN7QxerZs1V+dddUz6Hs/i52t64dtRke5MHZFT5UZX9Yig/OgLLncf1O4Cb8mNLfkzKj7yQXkC02zP3uC0aW4GT3gUg334WmL0c+GHrnvOuvjrvPmXIdamiokI5maYqw7KjQ66XunFaGNubC/mh9nCahq4cchOcqkm3KMiP+L6rqys3bttnn33YY03teJLhyU8EcCU/svLDDbTpDJe8kE8HmgddA+die3Pd5BTorTh/+MMf8Jvf/AZbtmwxKj/yACSTyeQaWGvMnVug/HCz3/S5cIMNG0+9je1NN8OkIz8uyg9VpbjyN2zYMJxzzjkFCyMp6EarAjrlRzVjO3ToUADqSHf0nmTvOL0vV+VHRUB0nRx97q62tyjW/AS1vXFBIVTkR07XhpiJsqBKSz5ORX42bNiA559/HgBw1llnFXT4Jtubi/JDy4Q4trW+Hu++/TbQ2Mi2marBs0iLs6zI5IdTfmwH165rflT7TOm+o9Y8udyo8sXVHdofcbBZ82Mb8CAI+ZH/poRLVfZNz0GFoLY3kR/defR9UXB9l6z8RE1+TLa3JXvU1aY6YNEBKFB8kAIWfgS5IAiYN087KcVNJKiCHqjqlorsiN90a/tUZU6n/MjpiXcn8m2zz4/4O4nKj7C81dbW5myIqnbck59+Cl2lFqAVTmbLnBWHVj65EusQVPlxsb3JFZZatgS6urpyg+AdO3Y42956enpyDaw15s1T2u9UjQZHfmwsGja2t7DKDz3fZiaYu57NYJwb8HBKYJTKD50BM5Ef1R47AvK92SxspffsansLq/yYbG825Ee1CJZeO8iaH1vlh9reWlpa8OCDD+bl+4MPPgDQu6h+8uTJzp2mID9U+VERJUpoaVslBiHcu1CVH24iwYX82Co/FFT5EQMt2f5pIj8qIiEHE7ElP5wiqYKqXEWl/HCKtA354WxvMjkNYnuLkvzI98aRbp3yIxD1mh/RJnIbnKfT6Zy6OnemdKL0GObMBDB/PtDYyCqsAtz7oHXBdKzIG/1bnjTWXT+M8iNPmHDKD2fXpJ9dQ11HofxwkxaUJG7YsAFAr+rDHWsziZVkePITAXSVSsBF+aGz+bLtzYX86Bo4eaClIz8utjfaudBBeRDlh/Pvq9A9Zw7Q2BgJ+eEqstwAc4tyw9jeOBuNTvnR2aW4wZhqsCOH25bz7rLmh5IfVV3gypn87OVzVaoLvTaFbmDNkR9X21vYNT9hlB/O9salDwQjP67KTzabxZIlS/Diiy/mOkuaP9F2yJ2mre2ttrbWOuCBPOCh5Ie2YbL1hN6jjvzQY1W2NxPZoQOmVatWYdeuXXnpcFEQAXNUR9Vsuiv50ZFyFWzX/HBtpgyTgi73M9zfuoAHqsGnLVTKj07NEFi5ciXWrVuX953O9ia36/S68nOgdT5K5Uce+NN2u7W+HheunJz3++x389O5cvuRvVFdUUgW6L1wVjbVgF5VhnUBD+igXtcvi7+DKD+2a34oolZ+bBQYXZ3glB8aIVI+1tve+jlcbW/y8TrbW7GUH92aHxfbm2gsacdLVSCT8iPnp7W+Hk+ccoryPgB+fyAB0YgHIT+VlZXKRoVrkE0EiZ4X1ZofmjddB6Jbu8F1CmFsb11dXUrPOGd7k4lcMZQfekyU0d7iJj+6cMcCqrpkkzdb8lNVVaUdQIl8cuXPRvkRkxbV1dXWtrdUKpV3DF00TQdxqgEITcuk/FCLEjfZYLrWW2+9hVtuuQW/+MUv8tKhadEyF0T5oZA3SC2G8iOTTtUGw/J3crsZh/LDnWuDMLa3P//5z/jNb36TFwREZ3vjyE9Y25s8cFeBKq8U8oTP/pMvxL9u+hhSWaBpMbDgdmD+YiCVBf5pxWT8wz/8LO9c+Z7pvdD80ePlcmKj/Mhts4vtjT5DoJAAhgl4EGSyjFN+VMQvCtub+F5MZlHy421vHnlwJT9yQTXZ3rgGQQVqt9A1cLo1P3Kjwknf8n3IM73d3d25hpwOhEVkMRlyo06f5RMzZxpD2KrWvYiBrconzM1c0MGIqnJzs5NhlB9u9otbFC3A5TcI+ampqWHLL31etgEPqqqqcu9XZX2jnQB3Xds1P7rZdl1HIJ8fxPamU35sBhdhbG/FVn5Ux3J2EG7AbCI/KruEjnzn0NSEbDqdC3WfTqfziCzNH23DdORHJozycbYBD7i06edly5YB6F3PIN8rp4gGWfNDIZNmE/nh2gIVuEG2+F5HfoIEPOAGf6rZ6DiUH25yUHUv3HPr6urCW2+9xZ4n29505CdswAMTVMoPR/5OO/0aZCrm54IbNLYCry77AvaffCGr0KnIDBCv8qNz6HBlTOTZdc2PWB9D2yIVaQmq/ISxvcl5kcmP+Cz2+KEBa7ztzSMPOjlVIIzyE8T2ZprZiWLND2d7E40lHcTS+zNFGeIGH93d3awFju7doRo4ysqPfH2T8uNCfuJc82Oj/MiWLpq+qpOvrq5mOwWd7U2l/ADIWd9UQQ845Ue+L7lzKrbyo8qXnIekKj8q8mOzHomzuaggEyWdPVHVaW7duhV/+MMfsGrVqry0OCtb3j03NfWG0M1mITY7tr0v3Yxx2DU/trY3rh0U6ZisuDbtjIxSrfmRyYgp3zryQ/uZqJQf1zU/qklFbkCtGhC++eab7HnyRAz3zkzKjzx2EOcJuK754ZQfdgDf2Ig1l1yCLIBXzzsPr//DPxRcR0U+XMmP7ZoflfJjsr3Rz9wkj8n2JhwQps256WfXNT+qdKJQfuTnRO9fPracbW920wAeWuhmFGRwM95x2N5MM1phbG8f/ehHsWnTJkyYMCGXX7mi0EZcNAo6NUqn/IjnI4jOzOZmPD57NlqPP77gflSWqaC2N9VMsI3yo5thkgfJVD1zifYm8kbLDEeWdbY3nfJju+ZHpDF06FB8+OGHRuWHU03EfdHBek9Pj3O0N12DzK35ketfRUWFVn2yUX5U9U9+7/RZ6silgAv5EYhD+eGO5eqQivyId7Rp0yZs2rQJr7/+Oq6++mo2zwV1dA/xoZjV3Iyua64BNCRfQKfO2NreTAEPuLQpuBl4kXZlZSU6OzuVtjcbhVmGbHszTUKZyE86nVYOwAXE56qqKnR3dxcorCblJ5VK5bWr3ASifF1atpK25kfgnXfeQVdXF6qqqgoUB25DZ67NUxGcqNb8COjW/NDvAOCDSy7Br/fdFwcddBCqmEG6inyIeiQ/W5PyI5dh2zU/LrY3G+VH9L0y+ens7ER3dzcqKyutbW+0XglErfzY2t7k+5WPLXflx5OfCGBT8DgyU0rlZ/Dgwdi9ezc7OywXfrny19XV4cQTT8wFMaAdljiWzqaLRkGXd7lhUnUcrfX1aK2v75WWSQhM1ay5rgMBzORHnBe37Y1eg1vzo9t3SKgldS0tmNncjGfOOAOPHH10Xvpx295k5cfF9kZByU91dTXa29udlR/VRpE07zrbW0VFhTbUMK0rrh5u3ftIou3NRSVSBYWQrym3aRyUyiNDfASqmppQR9RgVV51BMUU8MDV9uZic9EpPzrbWxzKD02TS9+G/IhrVFVVob293cr2RtvRioqKPCWY5sNG+aETG6qy70p+VIq1re0N6H2X7777Lg4++OAC5Yfbm06n/Ai42t5syY+N8iM+03LLXUdFPkxKjqpP19U1bs2PbpJaF/DARvmhdXXw4ME54r5r1y4MHTrU2vZWXV1dsF7WJeBBEPIj1x+dOqpqx8tR+fG2twgQlvy4rPkJq/x86UtfwkEHHYQzzjgjLw8q25tqoELvg1q+dMqPrqNRDdhUkPMUpfJDw3xyM6HcdahyozqG5pPrmGjIW3qsnD8ZYlA4q7kZKQCffPhh1LW05KWvevZBlB+d7c2014/J9tbTszfSIbc7PFe+5caaWi9lyLOGPT09BbY3rryrBvaqWTKTwqkjPzpyye3zI0OuS3EEPOCOdVF+bMkPJd8Tb7tNSXwEVBY43ZofbkZdpfzQ9iCI8qMiPzRtjrzrbG82A4+obW8c+VDdK1ePaV7k7+Q6yr0Tzk4l/qbvWtRtVdkPYnsLQ37Emsj169cXnJfJZPIGvl1dXXj77bdzE0l0YKpb8yOT0mIpP1Rxl/NHj3O1sUWt/Jhsbzrlh74DbvwD9NZfEWxFWN9sbW/y8wZ421ucyo9ugkClspYj+fHKTwTQVSoBjsxkMhl8+OGHWLFiRW7WfklDA7qOO05pezPNVJmUn4MOOggHHXRQLoyhac2PrPpQ0PuWbW9BlR+V0iJD5dF1VX442VZsqjZo0KCCUNm7du3CAw88kFuwTK/vYnvTkR9uzYrOUjno+utRcf31ed/N2rMIfPvHP553PRnV1dUF90j/drW9UeWnp6cHr7/+Ovbff/8cKVKVMwFZ+RHfyfkLq/y4rvmJWvnhftcpP9XV1ejo6EhMwAPuWBflx7TwWlYe61pa8JE9ZdqEWc3NBenrlB+RJ1qHTQEPOJuq/Lc4h/ss549+5tbIFEv54SZ7TOSHa8vo96qNTk22N1mFUtne5LzQZymumRTlZ//998eyZctyk0NyG0/borfffhuLFy/Ou7bcT8rkh06ccm1NHMqPTOhpG14q5UfOZxjbG207uPV9MvlJp9MYOHAgdu3ahV27duWlb5oMMZEfF+Wnq6sLjz76KA477DBMmTJFmUZQ2xslmOVoe/PKTwRwUX7k4//3f/8XNddem5u1n9XcjCl33OGs/IhCabvmR2Uzkwu/bpBC78PG9hal8qOaDVI1lKZob7Tyipm2IUOGFAz8//SnPxUQH5HvIMoPfZ+qGU9VWgBQ19KC4RLxEZjV3IxD/vjHvOvJmDBhgrXyY6NMUPKzbNky3HPPPVi4cGHBfaRS/Pov2nGKjlderyDyxV0f0Cs/NrY37jyd+sQNxEyDS1fbm3xPcQU8SKryM9OS+AicSMocYEd+ALPyQweZnPKjCg4jf9bNWttsvGyypckQ59tGe4tS+VFtdCryfe6552L27Nm57+Q6arK9cTPX4hmalB9X8qNSfrh3wD23yZMnA9irjOuUH2Er5/KqUndsbW+2CKv8cOXEVflR9auuyo/cLlLoAh7QCWCOCNC+X5QPEe5akB9ToAJxDS4arovyQ4995ZVX8Pzzz+f1v4C78tNXbW9e+YkAukoloLK9zVi0KDdLL3DQHXdg48iRwIgR1uQnnU7n+dBdyQ9tUFzJD7C38IdVfkxrfuTrCdja3uQ8cAONtrY2AL3eXVq53333Xbz77rtsfqJY8yPnyUR+6lpaCsqOjEPuvBM45BCkv/rVvO8vvPBCvP/++5g+fXou0hZHfmgnorO9ifsYPHgwgF71TDxH8T+9J53yI9veTMqP+Czy57rmR1Z+uNDXqmhvQH6HYCIYuvceFfmRO6+4lJ9irPlJp3sDHixpaDCWdYpVF1+M/RV55a6dTqfzJnFMtjfq86dtpC4ClUiD/i9A0zDZ3oDe5+tidQmz5sdW+VENyFS2N/FcR40ahWHDhuW+E9eW20FV/ef+rqyszNtuQVX2i217E3um2JAfzo5rY3vT9TEmW64Mrj1QDeCpCnDYvffii/fcg/c3bAD+538K8khho/w8+uij2LlzJ84999zAa350yo/tmh+OCHBqpa3tTaTx8Y9/HDt27MD++++PNWvW5B0TVPl5//33AfRuVprNZgtUwyjITznb3rzyEwFclB/aeHxywQJlhz76Zz9DXUuLte1NZv6mxk1njaHXsLG9AXs7Vx350REykdauXbvYvV5kqIiGHDQgSMADlfLzyiuvFORDZ4OxIT/ce7JRfmyITw5z5mCgpA5NmDABM2bMyHvfQW1v9B7ocxfHq6K1qciPbHvjlB9VJ0LzENT2xjXkrsqPqv6FVX5sbG/iHoPY3sKEuqZ5clV+5BlPWflpra/HG1/8ojIvFJu+/nVM+N//zftOt+aH5s+kPNMBBDdos1V+5DrkqvyYlBkZpkkgOR+m9LkgDyblR2V7kycEVbY3lWrM1T9VhK6wyo+q3eIG1Fz7I6+JpOd1dHTkfZYXvtOBqVw+OdubTvmxJT9BlJ8jH34Y0+65BykA43/5y94gJVCPk2zIz1NPPYVXXnkFbW1tgZSfyspK5bOTv9Ot+TEpPyLPsvKjsr2J40eMGIGzzz4bY8aMKcibjfLDjTkE+ens7MwLQORqe9OprOVse/PKTwRwmYETDX1dSwvqDYPXWc3NGDZsGDLTpuW+03VaXV1dBYMOXT5onlWDUt3MGD1OJj/cfgU2af3hD3/ApEmTjB26/KzlQUt1dTW6u7utyY/odNPptFL5kQcg4p6EzE9nLKn0z+WTkh8x68zlSXW/rjaggT/+cd5icc6LbbK9qRbbc8oHJT+caqKaQe3p6SkgP5zaoSI/QikQ54n3Kj9Tne2Ng26jVRflJyj5oRGs6MCbg2xPtA14IHf0umOBQvJD4brmx0R+AOD1f/gHHHroofqgB/PnY1RjY8HXJtubPBmkWvPjqvyoBpnyO+bIj2rNj5y/KJUfzj6jU3oB+zU/KtubifyoSLwuL3L5UtU7V/KjsuvqbG9DhgzBjh07MGrUqLw9YDo7O/P6CLovDKAnP67Kj1hTvHX7duD662MjP3UtLZgh90176mtqxIi8vAuYyI+sgAZd8yNPClEEUX5oWyDfg4r86CbtuN+BYMpPT08PPvjgg9zvGzduZNfdymm5Kj/lbHvzyk8E0M0oCNDKNOC666xn7Y964AGMv+WW3GfbGTtT46aymcmNhq5zoL+JdIKu+aH5/eCDDwIrP+J/2TpiIj/0WJXyw81u0A5aVp048qKLgiPnSaf8LGloKMiLDru///28z9w7Vtne5IGh3HlwZFml/ASxvbkoP3QA393djTvvvBM/+clPcgML2fZGrTE66Cxd3LPUEQzV7zpbISUlruTHVvnhyI+LRY7CVfmR01Iqj42NwPz5/EXnz+/9nYHtmh8dAaUDX5XyY2t7k9Pn1g21tLTglltuQUdHhzbUvQ356erqypugUZXPILY3k/Jjsr3RARe9lor8qK5D86Ii8WGVnyC2t1NOOQWnn346LrzwQtTW1ubytmPHDi350QVikZ8FbaPlPqb6xz+GWFM84oYbgKamwLY3rt0WaQ357/9Wj2vmzMHRjz6al3cBE/mh5UbeB47CNtqbK/lRTW7Q9Ey2N9OaH9VngFd+TORn48aNeW3Gxo0bc39721svPPmJAPLgkAOtTDU/+pFT+uOJhcNEflyVH9OaH1vCIiA6OtrAuZIfOrujgkn5ER2MbcADcd1sNqtUfkQaYl0LPZ/zqovPb7/9Nq655hq89tprVuRHZ3sTx7bW12OxLQGaPx8d3/1u3lfc9bnr0U5DHlRzadFyaFJ+uPJjE+2NqwOU/FDl55133kF7eztef/31vLyLNOQBhwo0Xzrlx0R+XJQfekwU5MdmPZLLzPjYsWONebAlP/J1OOUnV44aG7H6kkvyjm+dPVtJfIBobG9RKD8q8kPPE3lta2vDqlWrsHLlykiUH1pvTeQnSLQ3VdlR2d445Ye2FapAK6YZf3pN+fuwyo9q0kZHfgYOHIhjjz0WQ4cORSqVyrO+uZIfZ+WnqQlVe2xnOcyZg6of/9jqfq2Vn6YmDDakeexDD6GupaUoyo9uzY/J9gYUWjJFeQprezMpP1zfpuo/KWTyIyxvAnGQH7ZtLiN48hMBuJlzGbQydf3gB07pb7jsstzftuTHVfnhBhu664ljZXBrhGwCHtC0KNGwhTxwlNdI6GaLxLPo7u7G7t2780gOtYGI78WiVZpv3ULd9957D52dnVi5cmXuvKDKD82/DQF695//GWhsLBiscNdX2d5MA0NO+clk9kbDCrrmRxXtTTd4TafT7JoJOeqOOEYMOCoqKnKDErH4mssboFd+TAuKXciPKoqYqX4EVX64+9G1I5MmTcK3vvUtHHTQQcpjVORHtiXJSgYd6HKzi6svvBCLGxqQBbC4oQFPnnSSMg+AXcADwG3ND0d+ZGJnS350EeO2bt0ayZofnXIqf29Kn2s/VPeqsr1xKjC9lirggW7QK19TPoYbfNqqIOJ4V/Ijv0/Rvmzfvj3vnbjY3uRBMP1e5GXcr3+ttIhWNzXl9oLTwSbgwX633GLcf0tgVnMzht94Y953ruRH1ZfLJFgex+gmqXXKDwAt+eGsmq5rflSfgWC2N7GPlFCgOPLDTVooya10z+Jvb3vr53AlPz3/9m/Ws/YvnXsuNn7tawXXkuGq/NDf5ZkL3cBclYYAF6feVfkB3CuTSvmx8brTwbKwvAl7Amd7o+SHC3ggKz+clcZG+aHHy4N2gdb6eqz6l38puCegd1C4+sILC65nmjUS9yt+kzsNG+UH2PveaecVxPZm8w7pAEwOcwvs3btJ7qTEgKOmpgYXX3wxTjnlFJx22mkF6XP5CKP8cL+rlCWgUPmxaWvkdE3kR3yv27RTBrWGcrBVflRKBh3EyMe01tdj3ty5aK2vN+bT1fZms+ZHNWgLQn50QRO2bdsWWvnp6urSrpmT89HT04OdO3fi97//Pd58882C47j2JCj5MSk/LuRH/K0K2c7l0UX9UbVbujU/cvkQkyzbtm3Lq6tioCwgz6a7KD91LS29wQY0EBsC68ApP/IzHP+rX2nTkDEqBPnRRbSVbW8q5ceG/AjI1k1b5UeQDttQ19xnzgqqCngg9+EbNmwAgN41kvC2Nw6e/EQAnZwqIFsObGbtFzc04O+f/rSVEhPU9ibyFrXtjcJV+QkCLuABYI72BuRHKKOWN5pnSm448qOzvXGLqFXkRx5gCegsX+9dcAE2ff3red8tbmjIGxTqyBZHfoLa3ujATZAPTvlRDTq4gAc2e5Rwyg+dSZU7IfEchRWnpqYGw4YNw4wZM3IdlwxVPjjlR1WeVQNFoPD5ynYq+h7CBDxQ5U+kr6unHGwmSEzkR7WGRUV+5PuPivyYbG/cbK9KueV+s1F+ZNVi69atodf82Co/tL1bvHgx3njjDbzxxhsFebQh/PLA0cb2RvNI3/vq1auVk2hcXlTkpxTKj4r8mGxvMuh1Vep7NpvF4ffdB9s1xSYCRJ+juIZMztdL2yiYsPHyy/M+qxQycT3bNT8m5Uc3TlOtr9UpP7qJEKH82Ia65u5BHsPo0pHrj2gv9ttvPwC9ZU30xzIRU5FE8Ztq7ECfsbe99VPo5FQBbpZLR4Dev+wytNbXFwwUora9AfqO3DQQko+PSvlxhTxrLq/5cVV+xGad3JqfkSNH5s6lCxrF7+La8kDKRvnhZvfoudy+Sz09PfjgkktyNqBXzzsPrfX1eWmrpGv6G7VMhLW9AXsHO3SwTt8D9865NT+CENnY3uhsFB1MCFKrUtBouVWVRdl+F7fyIw+ixTlhbW9ynuXvXDdCDEJ+5HNcyY9cBk3th2nNj9yGq8gPPc6mzVTly0X5Mdne4iA/QvmhEIN2GSpCL65hY3vjnpPIy9KlS3HzzTejZc8gPUrlR3VtFVzIjyrKqYr8yMqPDFvlZ9q991rdi4Aucig3aUAn/wBgw6WXQhmERMLihgZ8KJGlqNb8qGxu4rP87FasWIHFixfnTbgBfD9tUn5Utjdho1fZ3nQqC43wKbsuVHVN7mcHDhyYi6S5bdu2vN9UE6O6STJve/PIA62kmzZt0sqqcuPZWl+PJyWbzdLPfAYf7LEyycebyI9udpxCpfyYZFkZ8u9B1/yEJT8q5UdE8xIDcRP5USk/1PZGOwSRrk754aw0KvJDG+mNGzfi5z//OZYuXapVfkTeWuvrcfttt+HNz32uIG0b5aezsxO//OUvcd999wW2vdEOmgt3HsT2Jr7XPQMT+RENv6z8CNDBklwWZQtlKdb8UBLgqvxwz01HAFzJTxDbmyrP8t+q2cW4lB9uooIeQ49TDURUCgl3He6cuNf86KxedBAlt+UTJkzArFmzcO6557LtiavtzZQf8d2WLVvy/tfNlovf4lJ+VGSpWMqPXH5k8pPJZLD03HOt7kVAFzmUkgjx/4ABA/KIcDqdBhobkZ03T3udFz/9abTW14cOeBDVmp/bbrsNra2tePnll422N9eABzR0f3t7eyDbG22zTJO4svJDr2daAqBTenQBXLztzSNXiJ588knceOONrEdagGvoXzjjDGD+fGRTKSxuaMDLZ5+d17HGrfxwldd0PS4dWhkobJQf0+DFBJ3yc/PNN2PRokXK63DkR6f8VFZWoqGhAaNHj8b06dNz141izQ9tfLZt24aNGzfi9ddf1yo/3d3duWdMN3OjaesGn+KYTZs2YcOGDXjjjTdY5Uc1MFSVGUp+ZNVENeDhlB/5e93gNZ3ea3ujC4aFvz4I+VEFXgii/Ohsb7rgHLTzDkp+kqT8qPIs/03fp07tiIr86NR7em5Q5UdFflTru4BeRUBWBYKs+dHVHzkfmUyGDRpQV1eHadOmse9Tda8q25tuIoS2g3LIfN1stKvyE5Xtjb6DdevW4bHHHsvdr9zWiIGxaZ8fGfS6Mvmh5XLpWWdZrykW9mgVKir2hpqn16eRHnPPds4cNM+axSc0fz5eOeecvLwLqKz64rNsewu75ke+vrz2iqtPOuWHtsfi94qKitx7bm9vt55cpp9p/RPpqyZc5HXCtHzIAYCiJD/e9tbPIRdEurhMgBZaucGtqKgAGhvx+t//jtb6+oJZRdOMbS4NRLPmh8JF+ZFnW1R5NOUnCFQBD7q6uvLCPnJ5oM9O2N445Yc2cA0NDbj88stzx+mivXHKj0pa5gYC1PKlUn5EB1FVVWUcjJs6GTpQ4uwCOuWH5pEGHHBRfuhzpHlztb3J6e7cuVNJInW2N9Vmq7pna5pZ1w2gorK9yZ/jIj9xKT+iI7ZZ82NqP+j75QiOPHPKQaX8mAZhXD5dlB9gL3Gw2QCZg2nyQM47p/yoSJ2KWIjvXQIe0HPlmX8V+eHqX5TKj3zf3POjduFf/epXePLJJ3O/ye+TK0NAITmUQQempoAHrfX12CCtrZFhIj5iIo0jP+PGjcvLl8BTs2cXEq89+2/JyovAhx9+CKAwyqZK+TEpReJv1Zof+fqVlZVG25tJ+eH6Zxr0wNb2FofyI08eudjedORHNTFVLvDkJwLIBZFrxOTGip4jChAtwKqOwaT8CJgadJpmGNubHEJWN3AqpvIj8sWFC5VBZ0bEgF3M2nC2N1MDGJXyQ+/NpPzQsLvcYMBG+RGDC9o5cHYBW/KjU35U5Kenpyev7NN3o7N00vtUlUE6w6eajeXSd1F+TAEPVANFke4rr7yCFStWAIjO9uYa8ICzruoQl/IjzrVZ82NqP+g9cbOUNsoPbYtpfY/C9qZa86NSKF2Vn2w266TAu5Afrk+j33PkRw4nzLVJ8jsJQ35UdlQb8qOahKAQefz73/9e8JtqkE7LEGB2SNBnorK90ee66bLLoFqL03P11VriQ/PNPTuq/NDvKysrc2uZswC6587N7b+lKvurV68G0Bs6X75foNDualJcRT2Vx030udN6XllZGSjaG02Pa2MHDRoEoDfSaBDbG3VxmJQfmfzQ8iFPjMvPTzf+UNVpOW1PfvopwpIfecCkU35syY+r8qMaWJrSkQeNSVN+XMmP3EiplB853/QZhiE/crQVcZ5q0C7yplJ+dNYsOS/yzKw41tX2Ju6fW/NDG2Xuncsz1HTg5Gp7k7F161Yr8iM38PLgzUb5UZVnlUUI6A1Peu+99+b2g1LZ3qIOeCC3SSarq4yoyY/8fG2UH1M7Re9Jt2+Nifxwkx065ceW/KjK7IQJE/I+i9lk1zU/ALTrHgV0tjdX5UceONL2gD5njlBw39mQH3FNF+XHhTjrlJ9MJoPHH3+84DfVxKSs/Ij3KOed3oOqnHJpplKpXuIhE6D584Ef/pC9BoUokybbG9ffiDD0abL/D6f8tLW1YfPmzQAKy7o8KQfolZ+BAweisrIytx5JpfxkMpk8QlVVVaWs93IZ5iY2VMqPcIVQx4GOTIjPtKzKbZ+t8kOP87Y3Hp78RABVI00hkx9upi9K5ceF/OhsVaaBkEx+gio/YcmPbC0LqvyovNTymh8535w6o7O9Ran8UFVKteZHNfClv3HlNirbm6wqqWZQZfLDvRvbgAcybJUf+fmpFoyGUX5U906hmnGm5YGD/J6456YjbMWyvZ199tm5AY+N8sPtdC5fxwZcR23zbGlbXDDIJNCRHwGd8kOjrNHIWlOnTs3NJpuUH+55iPpo8764NE3Kj4r8cMqPPBHEDebk9FSz51x7x23OyeWRu44Mub3nnm0mk8GmTZuwadOmgt9UfbNMfgS4iKn0PHGuyA/9TVbUAOwlQKkUhAVNdc+0HZTbMnr9UaNG5f7eunVr7m85ZDvX79B3L1SfffbZp2CLAa7e6+ybNTU1uPTSS3HRRRcV/C73Y7Rvqqio0NZ5YO+kA2ePpko8p/y0tbU5OWtouxeU/HDuCW97y4cnPxHARfnhznFRflSdvKvtTVZ+bGVZGeWm/IioXxTcALuYyo9uoaa4tm7gTwMeqNb86JQf8Vk1KFQ1rKr05MWXNG2T7Y2qb7LqYqv8qGxb27ZtU5JIVcAD2sBz1j3ueFUeVeeoENT2JmCr/IQlP0GVnyOPPBLnnXdeXh65/HIdrOuaHwqT8qN6trbKT5B9fmi9FvafqqqqvLUVZ511Flu3uIGbbt2QzfuSw//KeaTQEQtxH0Bv/eEmUFTKj0k9la9D/5YDXHCOC5GWC/lRtVvZbJYlPtw1OaJCYaP82Nje8u6rsRHIZAosaDJof65TftLpdG6NzuTJk3Pf0zLCBcwQeRRQWd7o8bbKD9BLokS+KFGVbW+U/KhIqEgD6G2rTjjhBBxzzDEFv9E2g1N+KPmRnzslkfJ9c8qPq+2NphFE+dFNNNCxaTmSH7dezoOFXBCjXvNjY0MJo/zQQa9qIKuCPFNkM6vIgVMdXCDP2Mr7/AjQ4AcCOtub+E2eKRKgDapMvOSGSOTF1HmHVX50s/q668vvQHQesvIjD4p0M98CQaK9qZQfHfnRKT90PVEQ5UdFfrjnHUT5kSGv/aADU11nM378eKxbty73mXtuSVB+6O+izUulUtoJCPkY7n5UqGtpwczmZjx35pnAnq0E5PN15IfmnbbRujZTpYbobG/jx4/Hv/zLv2DYsGGorq7G7t27cdhhh2HAgAFW65+A3jZI7odEG6Z7VjqCbUue5WMoEenq6kJ1dXXBugqd/UeGboJOpMNtzqnKo6vywx2fzWZz9i1a/zgbM1eGKHTKj9wWW5MfCWHJDwB87WtfQ1tbW546SZ+VfB865WfixIkFeeEm5WwDd9A0MplMge2N9ue0X5Ahzhk6dChmz57N/mZjexPKkcjzhRdeiNdffx11dXXK+45C+ZH7UC4NHfnxtjcPLWyUHwGO/JiUH5tK7qr80GNUUci4zzJk5UdH1nSDJNoYBYG8eFTVgRx55JEF3+kG2JyCpPL92io/OvKjWvOjU35sor3Rv23fsWzrUtnebAgzZ3vjyqi8oJVaznQBD2zIj27tVBDbG9d5qBZWc/k0QaUIqpSfCy+8ECeccALO2RNSVhfwgMuzTPhtEVT5kc/lZi1p/uhvrmt+0NSEWc3NSAE45qGHgKamvJ85Cwv3OzfZoSP/qoGvXIfk8rjffvth8ODBqK6uxoknnpjbWJkSYKDXcsQNPMIqP5z9L2jAA5oXeQJBHOei/OjaL/G3TsmV8xiV8iPID1VCuLJkUn5syI9K+dHZMW3A2d5U5Ke2trZgw1PZ9ibnH8gv+8KJsc8++xTkhSM/dILOZVJYZ3szWV1V4CZM6DPS2d6mTJmCT33qU+y7ps9bJhcm5UcmSbQ/jJr8UGLllZ9+ChvyE5Xyo5qhcFV+xDE9PT3Yvn177rPIy5gxY7BhwwYcccQR2jS4KFkVFRXaRp+DKcynCTL5kRvekSNH4lOf+lRexySgW/NjUn64Tse05idq5UeO9qbq7E32FBkcKaf/y+nK58l5pOeqBhHd3d0skaGdHnceJXaqTpEONuTnqCM/KtsbV5dtlR+bgYmr7W2fffbBlClT8taMqGYldTP3xSQ/MrGh/nt58AX01iHOo699nk1NAFl4DWDvZ8kGlM1mtdHgaH0PY3uTYfvM6UzwqlWrcMstt1inZ6P80N/k5xA04AFHcMPY3nTPlCM/qrWW4rOr8sM9v0wmkyM/Y8aM0aZnUn50tjcB1QQUF6lMlw85HRflhwMtIzbKj87Cxl1P1Q+rQMck9Bm5Kj+632xsbyNGjDCmp8uzamJIPken/KjUI7n/4ibm5XsWf3vbWz+HXBBtAh64KD82HaNtJ8sds3z5cgC90rPIyyWXXIK2tjYMHz5cmwY3U1RZWcmSmTDKT1VVldYaJ8/eyA3vgAED8JGPfIQ9V2d7k5UfufPj1LMwyg83EIhK+VHN0NoO1G0DHqg2upUtGfS61dXV6OzsRHd3d159oKoLpwTIeRDpcgTcVvmR34fJ9iZfW06DwvQ7hes+P9wgdMWKFbkNMjmSxp1XCtsbYKf8dHd3o7q62t72xhEfAUKAuFlc3f2o1u/J+VURAhk2Azl6XCaTYfeTE+DWvbkoP4A9+TFNqoh6Qdsx7vmJY8TfpjrEfZbbbflaLiRLwIb80DU/I0eOZImFnIe4bG80rzq4kh/XCRsb5UdnYeO+o+MKFzIm295oOiryY/P8RHpc/2wT6poDbffkNX6mICvcWEO15oert3J90I0rubTLCeY34WGEXBCjVn5qampw/PHHo66uzrrztKlkMvk54IAD8vJkIj6AWvnhoMuTifyoOgQBk/Kj27tEZ3sTvwnyo9qwjlb+OG1vpjU/coQd3SCXO4YiStsbJZbiHHoet5u1rLrYrvkB+E0jVSoI4GZ7kzsy1QwaB9VAkYO85sek/HDP/be//S3WrFlTkCdOfRHfHXzwwQDMdU4gjPLDkR8u1LU8yWBle9MRH4E5c4CmpryBjK3yo7q2bp8fFYIoPzqSFtT2RsuQPNkUVPmhx6iUHzlfLsoPV65V57ooP+IZ2tjeurq6chaukSNH5mb9dfmX+ywBm4AHNP/0f9s1P/LvQ4YMQTqdZoMXuEzYuCo/ukk9E/lxVX7oM7Kxvdk+P5XtTZSBrq6u3PjBhfzQshaF8iNv0i2+15Efk/LjbW/9HHJBDEt+5I0eAeDkk08GADzzzDNsHsKs+RFBACj5sYUL+Qmj/AwbNgyVlZVstDZAHfBA9ZmCNhwyQZGVHxXJpJVfnBOl7U2lWAD50d5sbG+2yk+UtjdKXsQ5svJD7VriGEo8dPYL+d4qKytzZaqmpiaP2HJ5jCLam25mXEWYdNCFurZVfrjfVX+L/ydPnoyLL744t87EhDDKD/1b18FXVFTkrfsy2t5siI/AnDmYdu65eO9jH8Of/vQn1horly/bIDFRKz+0veFCo9NJEBkuoa4Bd+VHRa7pb7oZbN0gjMLUfurAzWSrzhHP00b5EZa36upqDBo0CIMGDcKOHTu0+Q+j/Mhp0TRtJ1jo74cddhhOOukkVFZW4v777wcQzPbmqvzYbFxN4ar8HHrooXjnnXcwZswYrFq1Knd9G9ubC/nhSFxNTU3OsSLKgs24jI6jbOoNPYebaFWRH07Rk8m9ac0PVX5EMJpygVd+IoAL+eHOMdnedOnIaajyxIGmXV1djfHjxxvPkcGRH9Uspi5PqvsSqKqqwhVXXIFPf/rTyvPpoEl+HrbkRxXtTUU+OOVHJUHb2t7k302hrmXlRzVzY7KnyIha+ZFny2k+uPcTlfIjBhP0+nIZ5fZvENeyjfZmIhf0b5tOQhXwgM766xQcGarBKZeniRMn5mwbJoRVfuQZYRX5ARyUn7lzrfIuMP2++3J/i01mKeTypVtHIr83Lh0ZUSg/tA5xyqer7U1WflTnmd4xPUbXFsrl03Q97lpByI+L8qPKl2x5s1F+AL7fUyk/HGTiGVT5ERNNdLAclvy4KD+25MeGwFOcfvrpuPzyy1FTU5N3fZtQ16bnR5+5isSJNpSuqzaBPm95ctWk/IhxED1OVmdU5Ierx7ZrfmjeygWe/EQAuSByHVMY25ucNocg5OeEJUswd9481LW0YMqUKdYNCoUuOowpjy4QlViVhqrCC9hsvsotYpYH5Ta2NxX5sVV+5HdnE/DARvlRDbxNg2UT+bFVfnS2N87uR4mHbbQ3joCLwQStOzSP8rVV5MfkmVYRHhsCykFnexN5oOXTRKxUM/cunn5TujLCDIx15Me45mfePOv8A8DLn/mM9nf5HesiZOpsb2GVH531kZYF+rdoo20CHtDBfZg1P6rBGWfL4c7RKT+qtOU8cODeB3cObZ9sbG9i/ZXYt4WLXsblgevPKWmgRIgGg5HTom10kGhvXHsg/+8ycAcK+06uHwlqe7PJi3xden1Z+YnK9ibfhyDB7e3t1vkOo/yIY2j9ktflyHml15PT1k00UKJM0y0XePITAbgCLc+ahQl4QLHvvvuyeXC2vTU14cQFC5ACMKu5GSc0N+uPVyAq5ce0vsg0sItC+eHC18r3YlJ+5KgyQHLW/HBlj/ss36tqcCqnK6AiaDrbG/fOaONKlR9dR6lTflTkRzVDKdI12d7kzoN+p/rbphNU2RHo5IrIu85qZZunoOQnjPJDj7EhP3IHrkozt6u9DebPx6vnnmt1qKvyY0t+4lR+RBttO3B0JT9xKD9ByY9q0oH7XTcRQWe16XNVkSVhaxoyZAgAoL6+HgceeCDOZcoVzYML+aGWNi6/gD4Eu+oc+e+4lB9dP2Kr/IgyHGQilfbLUdreVAEPABQogDZtLO0jVBOpujog2/dtbW9c36SbVJf77HILeuDJTwTgCrQqdHNY5eeAAw7Aeeedh5kzZ+Z976T8MH74ib/6VcHeFzYQm3fp8mKTpwsuuADHHHMMjj/+ePZ30+y0rNpEZXuTzzOt+aGddlDlR0d+VLY3lzU/uutz92pSfuTzbdb8yDOo3DuTVZegtjdO+bHppOU8cHsV0WuqZqCDEo329va8tGlZE89C5N1m9tuUP5fZVFW6qt+CDIxpeVCFa9XmwYYAzZ+fF+1NBRflp1RrfqJQfujvtgEPuHbF9I455UdF9lX54z7Tv7k230TauOvL983li241APQ+8/PPPx/Tpk0z5l8GJTyVlZX45Cc/iQMOOACTJk0yKj9cH6aC6n2pFB+bNstF+QlCflxtb9z1M5n8aG9BbW+c8iPnWbYOh1V+bMmPTcCDKGxvJiKfZPiABxFAN0MhEJXyAwBTp07F66+/nvedtfJjGfrVFrShpgNwDroGa9SoUTjjjDPwwgsvsL8HUX5Sqb0LzXXkh5vBUalYJtubrsEKuubHJuABJWumgbet8iM/c67T4u7H1vYm55MjP65rfjjSyq35oWmYlB/TJqdBlB+bgcTOnTuRTvfuxUWfDx30irzZDAbiUn5KYXuz3uRUtGVcm7eH+HB5kiEPMm1tb7aE0tX21tPTU5DnqJQfcQ3XaG86Ak5n3en/USg/qjSqqqryNqdW5VFFfkaNGoVNmzblrGziex35sXnfprJG26PKykqcdtppxrTk52tznSQpP7a2N3F/LuuiBGg/Joe6jtv2JmDzDLk1Py62N3o/VPkJsuZHV9eECioCg3jy0w8RlvzIyg+gHigLmAacbCWzDf0KWBMgel2TJO3aeHLnqtLgZl8qKioKZuR0actyMWBWfmTyQxssle3NNHMpv1sujDYFtcAUY5PTsAEPuDpAiQ7NL224o1R+6DMIa3tT3Q/3N3esCu3t7TnyQ0k1bVuiUH7CrvmJSvnRLep1XvNDwREgQny4PMlQKT/cea7Kz4gRIzB69Gjt9eW0TeSH/i3Kv61lSNxjnGt+bGxvqneqa7/obyblR0d+UqkUPve5z6GtrQ1tbW153+sG5S4z+yrIyo8q//SzPEHFHStD9ezFe4462pucR90Egul61G5vC9ovRx3wwNb2FlT5sQ14QI8R35vW/ARVfuRxVrnZ3jz5iQBRKT+0oOk6V+6aRuXHMfQrACcFCNg7OAwT8ECl0JhmpznVhpIf11DXKuVH9Zxpg6Kb4eLuQS4LugbStDYgjjU/cqcVNuABR2RVyg+3xsGV/HBrfnSDJJXyE2W0N3EdrtMVZeDEE0/E22+/nTtPnEtn5DnlR1VHXGbuXRC18sO9Z+c1PzJEWzZ3bm8wBKltM927SvnhznMJeDB79mwcf/zx1sTTNuABp/y42t7kwYyKZAR5x6aAB2JWWZc/7rOs/OjONSk/VVVVGDFiRG6TYPG97vnZ9HGuyo/u3KjID6f8hA14EMeaH4Gwyo/Nmh+X9FTtwcCBA9lzdKDtsbzmR6X8CFKeyeTvU0YnEKNY88OVGXliqlzgyU8E4Aq0KeAB52eXpUtV2tz3RuXHMfQr5s51Jj+C8AUJeCBgOlf1PGTbm0hLNHJB1/yIBkjeGEyAU37Ed0HID6f8UJg61yDR3lTvRT5etSmfDfnh1uzoyI8Y/NCG1SbgAUdaRUcpB1wQ0Ck/FRUV1tHeVORCZ4fjOozTTjsN06dPR2VlJdsRcuTHVfmxKRe2CKv82CzqDaX8CDQ2Kts023t3VX7kfHGDFpfnTq8vD9hM5EdH2ChsbG8UHIkwkR9O+ZHbLVvyo2rvuL6Eu55p4C2fY1PedTAdE4b8ZDKZQPWZa6/iVn5oPVcRUBWCKD/0GUUZ7Y0GopDrSLHW/Ijv5EmRdNoc6lruO22VH/H317/+dVRUVFgR/yQh2FSfRx5clB/uHK5xiZz8OIZ+dT4eZluFTeUIantTKT+mdOnxHIGSzzU9Z9pg2a6RCUp+uI5RrHXi0g6q/HDkUHc+96zpmh0uH7SRpsdw5MdV+Yna9qZSsGzVHu5visrKytw1Rd6qq6tz6dB6xrUdNoNG08y9C1zJj6r86Tp4VQdukwcbRKn8uNjeXPPNKaEClAjTdOWBoq3yo5rAA+JXfnQKS1TKj67c6+qvrp7Yvk9bVUM3acelF2afH4Ewa35clB8TGY+a/NBnFIXtLYjyY/MMDzjgANTW1mLChAnO5AdAaOVH11Zzv9XU1BRMupYDvPITAVzIDzfwi0P5KThPt/BXhuSHt4Up4IHrzBF3rup5NDc35zYn5GyErrY3ep2qqipllBmuk1c1WLpz6N+6RkQmYnQGWDRAqpkblc3DRH5oI2/TSdgqP3JDys2YU7tTUPIj297kZxTW9sbN+rkSIQqa9zPOOAMbN27EqFGjCmbkKdG2sb2p8hF2zU8pAh6Y6pQrbAc68gCDK4sutjfXfNPnINdFuv6LEnJdNEMOqt/lQZX8t6p80c8ua35slR9VnZo1axZuueUWfOITn9Dmm7uOLl+652c7+63r11UKHneefA9RkB+V3c2mrAZVfjjEqfzIAQ/Ckh+VK0FWfmye4XHHHYdjjz02r6yJdk+3hpkjP7RfFd/T4Ew0T9wkno3yU67w5CcC2JAfAR35oYUpcuUHsCNAAYmPLi+m7ym4wT1g1wAL8sMNCIPa3uQ8mToj2mnbkh+aT9OaH3mAza1rMg28gyo/KtubfL5qzY8YtKvyqSM/tsqP+E2n/MjP3zbUtZjhCxPwQDdAFKB5P/jgg3HwwQfnHU/Jj8usrEn5Caqe6M4LQ37kegHEp/zYDnRk5Yc7z0X5CUp+6ESNwMiRI7Hffvth9OjRedYluc0KSn7oXmxRKT9Rkx/696RJk/D9738/T0nh6oCr8iO+s2kLVUinecurbB8qBfmZPHkyVq1ahf322w/AXqJhs87GJtqbHPBANS6wVcdsIe6Rqj4AX5fo8Spw/aJ8L/JWIK7KoFxv5D6UO0cmP1T54SLH6pSfvkx+nHuM1tZWnHXWWRg/fjxSqRTuv//+gmPeeOMNnH322Rg2bBiGDBmCT37yk1i1alXu946ODlxxxRUYPXo0Bg0ahLPPPhtr1qwJdSOlBFcIggQ8SKX2+okjV34EdHtfREB8uLwI2FR81ayXy+wTNwAOGupaTsf0nMMGPNB1+rR8iGO5jlI1oFB19qZBBn0+YZQfUSe4CGXyvcgKThQBD1QRFG1tb4A+cIMpoID8vY3yQ6EjPzb1X2X7c6lbHIqp/MjrruQ0gkI1WSVDHsBx19Wt+ZERRvmRB8+VlZX4l3/5F5x77rl5ZVJu+0x5kt/naaedhosuugjDhg1j8821K7bkRzcxoMqnrv2Sz6mtrVXmS863zSQFdyyFrfKjO5/ee5A1P2HJz4knnojvf//7uQ3VP/axj6GhoQHHHXec8b50E46qScFiKT8iPTn8eRTKj6pvSqfTedY313ZKXg9pQ37kdp7rQ2naOvIj57dfk5+dO3di2rRp+PnPf87+vnz5cpxwwgk45JBD0NzcjJdffhmNjY15hfXKK6/Efffdh7vvvhtPPPEE2tracOaZZ5ZdtAgBrkCbAh6oBtdRkR9tJeMIUAjic8wxxwAAjjrqKADB9vkRUBEW1ey0btbOdc2PzvamugeusZMHSKboaC4znvKxYkdxmk/TwNtV+eFmFXX3w5GArq4uI/nh6kFY5YcGDVDVKd0u3HK+6Kyh7eDJxg5HoSLqIh26X4tK+eHKEC0rqsmXIIhL+eHaSFEOTHXKFe3t7drfXSYO4rS90bKsU79oPTCF61ddQ2DMmDGYNGmSMt/cs1G1MXEEPFBNLpjOlfNtM3mh6odUeVNBlU95MsMU3VNue6JQfuj1gd51Kw0NDRg5cqQ2PTm/JuWnVLa3qMkPDTLA1S1KfoLW9zDKD5044siPXKZVfZec/7ATTqWGs+3t9NNPx+mnn678/Qc/+AHOOOMMXHvttbnvDjjggNzf27Ztw80334zbb78ds2fPBgDccccdmDhxIhYuXIhTTz3VNUslh9xJ01luARvlh37vGuo6lepdx2Db8JlCv7rg1FNPxdSpUzFhwgQA4ZQfE/nhBk6qQUAQ2xuXVxfbGw04ELXyI/+WTqcxZswYbNy4MS9vpo5bd335XujvQWxvNTU12L17N0t+5HyabG82fmdZ+aGbvsqzc6eddhreeecdHHnkkXlpcYOwqqqqvHug6XCdhssssgwX5Ycr63Lan/3sZzFmzBhlJxxW+Yma/OhCXasiM4XtiG3Jj83EQTFsbyrLlJyvIMqPzT2ayk9Y5Uf0Z675M92bjrRVVFTk6lZQ5ce2HJraXJEX3XpE7nsX8mOTH1e4KD9hbG9Rkp+gtjf6zHWRSAcNGpTro12fszwetOkD5bEjtb25Kj/e9maJTCaDv/zlLzjooINw6qmnYsyYMTj22GPzrHEvvPACurq6cMopp+S+Gz9+PA4//HA8+eSTUWanaKAFWixwCxLwgH4vCrmt8gO42S0A9BKeTCaSNT6TJ08uiBJjUqc4qIiGbuBe19KCufPmoa6lJe9YW9ubasaEO9c14AFHGHTkQ7fmh1N+xowZU5BP147b1JFzlgrd/XBhdml4URfbGzdrpQthy5EfeeAljvnkJz+JL3/5y9rNEOWyxJEfbua4WOTHRvkZNWpUXjlR5SnoAKjYAQ9KSX5sJg6KEfBA3s9DzotO+TE9K/l9mtptrl2xfce6iRpbguFCfnSTQZRwqe7FRH7CBjwwKT+q8hOE/MQxkC2W8hNkzQ83yQnEa3sDEMr2JudZp/zI1mC576J9aCqVKij/nvyEwIYNG9DW1oZrrrkGp512Gh577DGce+65+MxnPoOWPQPT9evXo7q6GiNGjMg7d+zYsVi/fj2bbkdHB7Zv3573L0lwIT/cOUGUH64RdOkE4oS4HzrrDtjlSbVLuYr8nNjcjFnNzUgBmNXcjLqWlsDKj2pNRNA1P7Y2sbDKj5xPVQftMoAT90KPD6L80Bm6nTt3ArAjPzrlhxtgyPcs3jen/Ng02qr0qO1Np/yoyr1NfTDZRrlQ17pBl2m/kziVH67MqcqfbhdzlXVDlaYrgio/rpNQUSo/Nra3pCs/OvJjq/y49DE6IkOvaVLP41Z+5IlELv/0M9dGl5L8cJN4svKjU0uA+JQfGUFDXdN+3qT82KYpI8iaH3niXLyTbDbLbkTP1QM5TS7/pRxjRoHIlR8AOOecc/CNb3wDH//4x/H9738fZ555Jm666SbtudlsVlkwfvSjH2HYsGG5fxMnTowy26FB8x2V8mOKgW8iP6Vk5XRApiJ5pnMB/rnQ9OpaWlC3cGHe+bOamzHtwQe1acmIWvmh39kM1Fw6ffnYffbZJ/fZRH5UHbepI3Ylc7LtTUDslC6+k+/FtOZHJ/nbKD8udhD5WYkykATlR+SB3puuk9IpWzTfQduMYig/Q4cOBQB8+OGHsSg/8hpNFWwmDlxsb0Fngk3kh5b/uMmPiTDQzzrbm3y+Lflx6fe4Y+n/pgGgagJJlTebfFDIe+u4rvkBzIqKfK78dxiIssYpM3I7XOx9flT3GHaT06QoP6qxI22PuL0YvfITAUaPHo3KykpMnTo17/tDDz00F+1t3Lhx6OzsxJYtW/KO2bBhA8aOHcume9VVV2Hbtm25f6tXr44y26HhovxwjVUUyo8qnVJANftjk6dUKpXXccvnivuua2nBrOZmNo2P33sv0NTkHO1N3hlZvh/5b/k4oPCeZWsKvR6XBl0zxJ0nP0+6CFUoK1EpP/IzDxLtjYbabWtrA8Cv+UmlUtbR3rgBwSF//CPmzpuHg37/+7xryNGeuPxykJ+huCYX8MA0YHIlP6aAB6IjrKysDKz8uAzoTNDVaxvyI98XN4u6//77AwDee+89tk6Fbe/EekXZHijn2Ub5MQ1YTefroFN+6POaPHkypk6diuOOO8451LVN8Jywyk8Y25tp8kgHHWmjhMtUf1WTDqW2vdlcg/s9qoHs6NGjMW3aNNTV1SmvV+pob3J+4g54QJWfsOTHZZ8fue8CwO5X6MlPBKiursbRRx+NZcuW5X3/1ltv5Tqvo446ClVVVViwYEHu9/fffx+vvvoqZsyYwaZbU1ODoUOH5v1LEtLpvetODr/vPgDqmURX5ceW/CRV+aGVx7ZjMJEfHfHJYc4cTL3nnoI0OXDKj2rm3GXNj5ym7hzV+fJx8mCB5kdMKHAzPvS6rsoPZ6nQnS+/c9FRbdu2DUAMtremJhx6111IATj4d78DmprwkY98BMcccwzq6+ut75dCflay8pNKFa4PUE0+2ESRorDdJLiqqkq55oe+J5NSphrI2UJVr+kzCqv87LvvvrngGevWrVPeT1B87nOfw4knnogvf/nL7O8uEwf0eZjW+4UhP7o1PzU1NTjvvPNw2GGHhY72Zqv86PofG+VH/juI8uOiaumUH1U91dV5m+ubjgtqezO9Iw5xDGTT6TTOPfdcfPKTn2R/AwrX/ASxvYXZ50eAboEQ1yanQDTKj1CnxLjQxfZGJ1QF+dG5LHTkx3UyO8lwjvbW1taGd955J/d5xYoVWLp0KUaOHIlJkybhO9/5Dj7/+c+jrq4OM2fOxCOPPII///nPaN4zWB02bBguvvhifOtb38KoUaMwcuRIfPvb38YRRxyRi/5Wbhhw3XW5wfhHf/tb1DU04I3PfjbvGJ3yw/1dzmt+aMNNSaBtnriGX5w7+IYbzMRnD6befTfqGhrw5EknWc1O2yg/rra3IORH1+nr3rGIYmMiOaYBXF1LC2Y2N2PV2rVAXV1ep+Ua8KCiogIDBgxAW1tbbq2eivxw98Yt8M4bEDQ1FW7aO2cOqgGcsSeQx9q1a7X55aAiP6LzoHk99NBDsXLlShxxxBHsNVyVH1vyU1lZmdt7he7BAuSXZVN0vLiUH9W9BiE/FRUV2H///fHWW29h+fLl1nmwxbBhw3DSSScpf3eZOIiT/IhySPeb0uWFnmM6TvW7bo0dPT5K5Ufuz3T5cxnE6/Jto/xw5If2cXErPyoEIT9Bjw0KWfkJanurrq4OVN/le6yqqkJHR0fstrcwa35ovaHlzIb8yGMYGq00ijU//U75ef755zF9+nRMnz4dAPDNb34T06dPx5w9A5Bzzz0XN910E6699locccQR+PWvf4177rkHJ5xwQi6NG264AZ/+9Kdx3nnn4fjjj8fAgQPx5z//2brhSBSamlD7n/+Z9xVddyKgIj+VlZVsgxwk1HVfUX7oYnUBcW+D/uu/nPIys7nZ2IFwMyYq5ccm1DV9D3Gu+RHPU0waiP9VAzXT98BeO2EKwP6//jXQ1JTXaXHkRzdYqqyszCk/O3bsABAs2hvAzFpxxEdgzpze3w33qwJXT4H8PXYExo0bh3/+53/OqdvcvZn+ptdV1RP5e2ExvuiiizBr1izlvegGr+VCfoBeKxeAWMgPxYwZM5QkxYa8xEl+RN3p6urSrvmhSPKaH1W5KLXyo2qbRDsgtwu21zcdJ65z2GGHYfTo0dr9lejnpCg/OqiUH9WzkPthgSCWN5EeRVjlh96P7T4/ru0Unfyj5Mcl1DVNx9ve9sJZ+WloaGALCsVFF12Eiy66SPl7bW0tbrzxRtx4442ul08WNIOvEx57DJn585He87uK/KhkxXJe8zN8+PDc/1x0LBN0ys+u730Pg665xjovSxoatOt9aNqqKDmuyg+9T5v1CTKh0XX63ADj+OOPx9SpU3MRFE0kRzX4ZO2Ec+agurMTkNZlcOnSe6B/03DXQDDlB5Aabh3xIXkHgNS//Is2vxxclB8ONmoPlw8be6aACHggD5BkcNehHd1+++2HdDqdW/fiCjFolMtGUPKjmkUV5EdeL8odGwannHIKZs6cif/7v//Dhg0btNcxDTrjUn64eqizD1VUVBhn2lXpuBIKLniRivzoJgbiID860kavKR935plnoqOjAwMGDMi7Tly2t+OOOw7HHXecNv9y3k3H6n4vhfJjsr0Bvfclyq1wJDx75pnAN7/pfH2u/QSiWfMjzjeRnzDKD3U+cO/bpPwAnvxQlG6EXO6wGHyl587NzT7rlJ+8cwKSH1n5KSX5GTduHC655BKce+65rFJhgm7Nz+5vfxuLGxqs0ll+4YVora+3Jj+qz7o1P5zqQd9N1Gt+uHecSqUwcuRIrXyt+x4A6ltbC4nPHtT8+7/n9lDilCyd8kPJj0CQTU6BvarLsJ/9zEx8BObMweCf/jTvqyiUH9tZQd3fNA2uzOvSpOcEAR3kHXTQQfi3f/u3nJofBKoZc/l68t/0OJPyM2TIEOX1o+6I5TD9pokDFeT6EhX54aDLC9eW2qZjq/zQv23fsUotMrWDqs9BlB/ajqrayOnTp+etY1GRn6hsb7bncaqV6Rrc78UYL8jKjw0ZlyfmUgCOfeih3LjKBfLzoOQnjO1NZZcXoOSHu44OdDwolB+TLZrbI1JHfvbdd1+k02mMHz++4B50ZaqUY8woELz37M+wmXUWEMqPtJ5J5emNivyUmpWLihREjdLZ3tLpNFrr6wFAOVgHAMyfj9Unngg42N5Un3XR3rhOXsj1VA43nSOfr8qnTePjqvygqQkzlyxh0xIQzzpzySXK6wnYkh/5vrnNIcU90/VGrtbHQddem1dfbcqhPAiSAx64zDDbhMCurKxEd3e3tqxytregkMtCmLSA3ryJ/HPPKAryo1vkHEdHzOXZdYBpGuy4ttNi1tc13DenoqvgSn7kMp3JZGJVfnQEMojawSk/ts8oLuXHFvJ7oOWiXJQfE/lRORIAOG3QLt+j6IdUa1lt06MTnNz7q6ysRF1dHXbu3Fmwv6UJtN7owlzTa3OkUkd+PvKRj+D73/8+OynplR+PfMyd63x8MWxvSVF+KILkafr06Zg4cSIOOOCAgnPFfbfW1ysVoGXnnw80NuaerUn5Mc3mukR7k6NvRRnwwFbdMw3U8r53IPKzmpsx6PrrldcTCEp+VCRBHpjvvuoqq/wKtH/ve9r8cpCfVVS2N5Py42p7Cwq5PoUF155FTX6Cqh5BEYXyY7K9Bcm36jnoiJaL8uMa6tqGJAZRfnSTQKrPQeolp56Y6oWqb7F9n6r0bff14T6HUX6KMZCVlR8b29sJS5aoJznJuk6X6wvQd2fTT6t+V+0PSDFr1iycddZZzs+ZW/Ojqv865UekwwU8APb2yarzuN88+emPmDcv8PEqO41AGOVHFVK3lKAz6LZ5mj59Oi6++OI8mwvXKbXW12P9ZZflnbu4oQHvfPGLANQdlCqPAnI+Xdf80O9dlR+T/9mmo5cjBqnyBsCZyA9lyI9OKYuC/Mj30XPVVcD8+XYZnj8fu7/znbyvgpAfuWMJSn5UgxWb6E665+wKpQoYEHGQH66u0U5a/i1qxKH86AavtlANVLgBnIBuAkeGfI+20d7o97bKj45EqepYGPITlfJz9NFH48ADD8SUKVPyvrdVboIqP7ryYuqbgqYbFWTlx2h7a2rCiWRLFBYOBEil/ADByA83wRl10C5ab8R1bMmPrfKjSoc7zsZ5Ui4o79yXCo2NToMvNDY6Kz8CLuQnicqPah8SG+hm6QQ+/OpXgfnzkU2lsLihAa319XmbQALu5Ec3Q2SzySn93qZRtbUGygRSdezEiRNxyCGHFCyYZTt2RyK/5etfL/guqPIj3wtne5PTA/a8A5s6uKfuuQ5Y6TFyPRWzb3EpP7qyKj8HG+XHNHse1aCHI9yu5EcMhnR2GJX1LW7lR/VdWOUnyPNXERndmqikrfmJMuCBy2y0jqjRPtT0jI444gicf/75uQAIqrzZ5IMi6JofLs1yUX7YZ+G6tMCCAMn3GJXyQ8ty1M+Rto22a35cbW8ybMtUUibYgyIZI+RyhMXg6+0LLsh5Ul0DHgjYdgDyd0kpmCqS53Iu/Zt9Po2NyO5pvObOm4cDfvc7AMDYsWMB9AZgsL0O99lF+REx/V3Ijy1ptVV+qqur8YUvfAHTpk1jr5N3fQciv7ihAZskpY3LhzxzJA8Qwio/uc+6vO8hPkAwq5GK/HCWAt358vVM5Cdq5UdV72xnuG3BtWdhlR8ub3S2Nu7ollz+bYgBRdzkp7KyEl/5ylfwpS99SbueIE7bWxDlp1S2N1vlx/a9uJYHLh8UYdf82FyD+72Uyg97zwGWFpigm9QMQ35U6UcBWm/C2N6Ckh9ve/PgoRl8LW5owCvnnJP7LJMfU8ADAa/85P+tGjyk/+M/IKLBHPb73wNNTdh///3x3e9+V7sHCpc33QyRifyI2Vd5FkZ3jgv5SaVSeZ21C5TnNTbib6edpj1XqGrcrBL3Tmj5jtr2lveZq4OE+MhpcfnlID8rnaWAgw3h4Wbmog54YCI/SVB+qK+d/m9Sfmi9jKMjtlE0TNeVCUkU5EcmgBMmTMBBBx2kPSeo8kPbGxW4Mq0iBS7KjyqfpskWHaJSfuQ0bK/P5cPlfF35cbW9lYr8WCk/IZYWmK4vQCOzRkF+ora80TSDkB+uXqjW/HDpcMfZOE/KBeWd+ySAGXy9f9llaK2vR1tbW+47mfwccMABOPjgg3HsscfmnRuG/CRlnx+KqJUf7r6b5p+EdM8c/Htd73dNdUC6Zw6a5p+EgQMHOlkhuM8u0d4E+XFpVG07b/kZuL5jMRDjZoifO/VUZQCJ7Lx5uQh73HoM7vnSwTAlP6lUKtd468iPqlOvqKgovG9RB1OpAuLD5c+moz/2sccwd948jL/55rw8BLG92RCCuAIemCwSUQ16uHoeVPnRrQWgA3+XAX0QcHm2nem/8MILcdxxx+GYY46xvoYtXNbvCASN9qY6VvU+wyg/8sDKtu9Lp9OYOXMmZsyYkRdW2DbfnPITlPzYnhcH+Um68uOi8AZZWmACR1bkCGm6423SixpBlB9uvbi3vRXCh7qOAqLizZ0LzJuHXV/6EnD77Sz5ERg0aBC+uGdhPoXt7A33vW42vlRwnUmj4AZS8n399taL8ONBzwApoHEW0DwZWHRA729zsouB+Sehcc4i7XVMHVgY5Sdq25v4P5PJOD/T+vp6HH744Rg9ejSbdmt9PSoqKlC/iDyv+fORamwErr4aQL5VQUcEVOSnurqaHWCk02nlAE1nO8yhsVHZATorP01N+OTDDwMAxt90EzB+PNJ7QtXbKj86Ow93TFwBD4ql/ERJfmxtb/TvuMmP6jvV85syZUrBYniX83UIQn6C2t5syI9OTZGP0QU8kOuJ6tlwearfMzljAlcXad/iOikQdACsSj9MwANX50exZ/Fl5UdrewOAxkY888wzOPYvf1Enakl8gMJ7FOSnu7s715dx+bVNL45nSOtNsQIe2KqJSRljBkUy5IG+gMZGIJMBGhsxePBgAMDOnTtzP3ONPYcwyo9r41cMqCKP2YCbPaff1bW04NqBz+Sds0gab8zNLDYuhjQ9c93gWz5XvHt5FkaXviv5Car8pNNp7LPPPlri/NTs2ayKIt+PSfkRz4wjP9x5svKjUk6CRDhzGnByC23nzMHEW28FYK/8ULuQigRwnZNLwAObZ1Es5SeKgAflYHsLO+CJ2vZmWx+CRnszkWfV37p33NPTE6ntzQVRKz9By4PqONf2TTVQdS1XxVR+rGxve/Dipz6l3tTcgfgAPFF1maS0SS9q0H43zCanIm9Rkp+kjDGDorxzn1CIAfCuXbtyg0Vb8hNU+ZFtb0lh5WGUH65jFPclNj6bJ+/NKd32/CUwRoMxdWC6aG/0OVdXV+d+D2p70z0nuWOOsvERaVdUVOQRefl3jvyYlB86YFXN1svkR2d7c4X1AEUTYWjCr36FupYW64AH9Do2yk9ctrdiKz9RBjzg8l5q21tQmxOXZpDzgfiVH5v2yKT8qOpce3s7fvrTn+Kxxx4zpuOi/NhCp1LRCUTbawR9n1EpP6b3YJtWMcYL4hqum5yye/o5Eh96fYGobW9xKz+2m5zqlB8xDrWx13Pqq1d+PLQYMGBArmBQ9Qfof8oPZ4exBdewi+9mNjcDABpbgZPeBSBv0JwFZi8Hfti657MmGoxpcGwb7U2QXppGHGt+4iA/pjTljstlzU9FRUVu0KoiPzJ5L7ryYxFadVZzM07cU+5snr2J/HCdU7na3kqh/BTT9qYa1IedYQ+r/CSB/Ojaafn7Dz/8EDt27DBeq9TKTxDbm0sfp7qHvkx+RP42b96MZ555xmnPmdb6euz+t38rcCQEuT79nHTlxyXggS4iqdxX2Cg/XBn15MdDi3Q6nQt5fP311+Oll16KXPnhCqZr41cMhI32JldE8XnJnpmgpro9a3zk200BCz+CXBAEXTQY04CmtrYWhxxyCA499NCCTRbpseKd0zSTZHvTwURS5ftxIT8ActY3nfKjUg3Ckh/jgNVhT4lZzc2oa2lxIj82hEAQZ91eLfK76asBD2zX/JRC+ZH/Dqv8BHn+5bzmR15boXuupVB+XNvWoGUhDvLj6vwolfIDAH/961+xdOlSAHZ9HgB0X3VVgSMh6PWBfOUnqeSHto1RrPmxyWueC0RxDXpcucKTn5hA95Z57bXX+u2anzDKDz1f/l9I4XNnSidICtCcmTDOFMkWC+4dfOELX8DnP/95LXGhyo84Lq6AB6ZjXWF6TyLPtra3oUOH5v0v9vqxXfOj6tTDKojcZ9c9JWY2NwdWflQDjhkzZuCzn/0sPvGJTxjTE+iPyo+K/MTREdsoD6VQfnQ2XJtzolB+KGwUMvFZhNo1XUtHfsK8a51KRZUA27Y1aJ+r6m9c27dyVH5k2IZdDtvf6ciPzfG6vHGfowCddDSt+dFFJJU3h7Z55twxYSZ+kobyzn2C8dnPfhbHH388gF7rWzHIj82MXbERRvmh53Ez1a319fje7k/mHT/73fzz56VnWc0URdGJ9QXbWxDyw5XRc845B//4j/+IfffdF4Cd8qMqv7pQ4zYwdlKOe0osaWhwGhTqBngCtbW1OPzwwws6KQoX8lPX0oK58+Zh+kMPadOKWvlR3Z8N+RFlSxfqmj4fumC5XJQf3TVsEcT2FjTUtU3Ag6iUH7ns0M9RqXy2yk8xbW8ukzu6fCWd/ARR8qIkP/L5tP3gkDTlJ0yoa3mvvaDKj7e9eRhRW1uLqVOnAnAjP3011HXQhkEmT/J9XfyV2zE/NQupLNC0GFhwOzB/MZDKAvNTs4xhrgWCDmiC2N50g3GbjqCUtjduzQ+XjyFDhuCAAw7I5bWUtjfjbLvDnhJis1eb+hWGEHCwtr01NUFs+Pvxe+9lg31ErfzQe3VRvOhxrsoPnbktJvkJMyDri7Y3nZriko5O+YlqfReX7zDKTxT9hovyE6XtTZduHLBRUmWEVf0polZ+bMt4GARZ88PlRzgvVMdy53H348mPhxXEYJiSHxPCKD9RzpJEhbAzs0cffTQOPPBAjBo1KvedXAEb5yxCpmJ+LrhBYyuQqZhvTXzk/LlUapXy42J7s1XskqT8uD4vjvzQdGTlJ0rbm1V+LQiQID5yeqZrqq7tWl+tlB9FqG6ZAMVle6OD1jjID1V+aJmJoyO2UX5KYXsrZqhrV9JiUn5015KfK/0cp/JDCZvrxFJQ8hOV8lNOtjfVNUple5PVRdPxpt9LveZHN3HuovyMHTsWEyZMwPTp0wt+60u2N7/JaYwQ5Kenpwe7d+8GEJ/yI5OfpLBybi2AC0466aSC79LpdKG0K20067ooMmgjG0T5kd9NdXU1jjzySACF3lzuvFIoPxz5SaVSyGazVmVt2LBhAAoX9KfTezdsjSvaG82//HceRJlhgh9s+cY30Lpn/ZKcPxW4Z6oaKNoqSeKZy+kC0AduEN9L+zZFrfyIdqinp8ea/NDZTfq/KdR1OdreykH5cSU/3N86dVuVjnxd+rnYyo/te3FRbWzOK+Y+P8UeyAZRfqIkP/L5USs/cZIfl31+uM8u5Ke6uhpf+cpX2N/6kvLjyU+MqKqqQnV1NTo7O3Mhr00Fxlb54RqCJK75iWNwoqyAjY2BI8FEQX6GDx9ekIZtFJmzzz7bOo+lUH7k2XnVIFeF4447DiNHjsShhx6a9z038KDXk/MUlPywhJkDR4Dmz8eOCy8EbrmFzZ/umvKxNrPkpjR7enpQVVWVf55NxDpCgMpV+ZEHwR/96Efx3nvvYeTIkVHcRh5s2t6wyk+QOpw021tUyo/8t0r5CVNmdXktpvITVNnui8qPrdshbB45slIuAQ+y2ayz7S2o8qODJz8e1hg0aBA6OzvR1tYGIDrlR/xG1xIlUfkxDaqDII4KGObZnXLKKdi5c2ducT9NI0gITVMeS0F+ZOWHkh+b+xkwYAA+/vGPK68rOrfKykp0d3cHHhyo4DRIYVTEirVr2Xzr8IlPfAJvv/02xo8fr82Hq12mp6cnnwQ6hOoWx6X3kO2o6w8lsXGQHzngwWc+85mcchg1kqr8FDPgQVDlx/Y+dcoP/S0O5UekM3HiRNTU1GDKlCl48803na6haqdMUE3u9GXyo3qmQdefuIIjP1GVJZFe1KD5E/simQIecJ/jID9JmWAPCk9+YsagQYOwZcsWa/Jjq/yI31TkJykFM44FyXGQvDDPbsaMGcr0guwcrYJsyYhDTXO1vYXNh9y5VVRUoLu7Oy/NsNHe5DxaPX9JRXSplwIzZszAjBkz8iJchVV+Kioq0NXVld8BOobqxty5SJ1zjvO1deBmaIuh/KiOiwI2hCfstcPa3mzrg0ueVQNzl7RtlR/dM6bnxLnmZ8qUKfje976HdDqNZcuWsfm3Sa8Uyg9F0vf5EfVahq3yExZyGuVge6NpmsiPLuCBV34KkYwRch+GWAcSF/mhfydR+RGVLOiglUMc9xb1jIZII6zys88++xSkWQrlRyZztLyFeR+TJk3C4MGDc5ZBjiwXbc2PBrqOxebc4cOHY8iQIew+R67KDyA9B8dQ3Zg3LzbbGy0XQchPJpPJTeiYlB9uYiFK2OQ/rO2tWMqPiyXaxfamuh9bS5Ct7S3ONT80TdFf0/WbtukFqcdAOGU7KlJejPHCyJEjccghhxQMxG3ITxTEgmt3dNd2JT9x2t4Ad/IjE+wg7YaMvkR+vPITM2jQAyB625vq3KQoP1OnTsV7773HRg4JiqTZ3jiEtb1deumlWL16Nbq6urBgwYK8PJbS9kZn5aPIxxe+8IU8G5f4P2rbW9j3azuYU537ta99Ddlslq2jocmPJlBDAfZs+Jt+7TUA0dWf/fbbD6lUCuPHj8crr7ySl1f5OibyI39PQTt+rm5FCdWziXKQGVb5CUJ+ooz2ppqsC6L8yOWF/haV8iPSVQVqaWhowP77749DDjnEOj2BoLY3F6WtnG1vqVTvZuGvvfYa/vjHP+a+L6XtLUrlRw4nHQW4+w4S8ADoVX/EJsOe/HjyEzvkGSTTzHVUyk9SyM/IkSNx/vnnR5pm3OQnSuUnqO1t3333xb777ounn366IM04bG+25IeS+CjUg1QqlVcniqH8BHluYZQfgI/iF9T2BjCzfzYEaA/xAfbaIORZ2KD42Mc+hkMOOQTV1dV47LHHAMRDfui5cSs/NmpPKZSfIOSHRll0sb0FVX5syY9O+aGfo1J+RN5U5GfQoEE4/PDDndIKkq+obG+qdJJIfgTktqtYtjeRDo0myU02B92Qnm51ERVME0AUponz2tpabN++nT3WFlE7ZEoJT35ihkx+6KJ4DkGVn6Ta3uJAHPcZF/kJa3vj7rUv2d5kxEV+wpaZsORHl6fQyo+AjgAR4gMAkydPxhlnnIHJkydbX9sEMUDlyHkQ8mPqoOlaqjhgskjJf7umyX22QZB9fmpra3HppZcarT5AMpQf2fYWVbQ3kXZUQTKClgW5fauoqEBPT0/BPmgyyln5ESgl+ZHJIqeW2Lp0xDGCLMVBfkQ/S9vFIAEPgPyJLq/8ePITOyj5SaVSmDBhgvZ4F+VHbuySaHuLA+Vge4uD/Ii/RSMbZWNr6mQ421scChS3aWXU0d6isL1FaY10eX7GNXSKUN1yCPiKigocc8wx9pl1AFeWbMhPT0+PUfmhKKbtzYYIuabJfbZBOp3ODZZd6oNp4k3Apr6ZSI6tTVT3XOk5AwcORG1trdGqZIMoFGs5LcCtbZLv9cwzz0RnZ2co61QY8lPM8YI8eLexvUUVTEB+X9ykVpLIj8gT3WJC1fbbKD+qY23hyY+HNSj5GTNmjNFmEmbNT39RfsrB9ibbxLjfgubrjDPOwPTp0yOdtU+K8iMa9v6g/AQZhInrqmb/AITe8DcsolJ+TM+lVOQnynY2aDmqqqpyJj+2SIrtjaZRXV1trVyZEGW7FZRAyGXIdk2st72Fg85aCeyNpgm4P0N5A++oINs/Vfky9VGUWHvbG3y0t7hByc/EiRONx7vMMMsdTdQD+KQijoa6HGxvVPk58MADi2p7k8lcKpXCoYceilGjRmHs2LGR5YOzvXFrglwRtqMvC9sbRWMjkMkUnfgA7sqPeLaU/MiDXw5RrVdSQXX9Uis/wF7rW6nIj+r3uGxv6XQaI0aMwLBhwwy5NyMu5ScM+QlyPd31Xe+tv5AfCpXyI2DzTITqA8Sr/AjobJGmsaNXfvLhlZ+YUQzyw51b7gVThzjuM+oZDTqbrbuWCcWyMk6dOhWrV69WRjnibG+nnnoqTj311EjzYbK9RaH8BHmOtjYeFwQZhMUROj5qRKH86J7v5z73OTz//PM46aSTIsszhziUn6jIjxhAxlEOogh1HYXyI/7PZDKRkrwolR+VQm1CVIPIMOWyVANZucwW0/ZGyUoU5If27wMHDowgh4WwJT+mCTpKfkrloEgSktuD9hFQqXG//fYzHh/E9ib+92t+giPqSu1CWnUolpo3efJkXHrppcZ8uPihg6Av7vOjQhjlR2t7KzGCrvnJZDJ5m+iqcNhhh+Gwww6LLL8q2OS/vyo/HMHVfW+j/HB/q9ILg76q/PRV21tdSwtmNjcDGzaEVrLlgCq6cur6TOLqn+l7dVF+dOTH2948+YkdFRUV+NznPoeuri6MHj3aeLy3vZkRN/mJcmDr+pvu2FK+U9n2FldexOyZqqEu1T4/qVR+1J0olZ9YbG8lRNzKT7FgQ3hKRX4mT56MTZs2Ydy4cYHO18GF/KjeZRS2N/p7HMpPlHUYKI7yE6XtrRzIz+Tbb8fk5ubeDyKISwgCRJWfdDodWvkRiHMyKqjyI+efbrfgbW+e/BQFLrOUYZSfKOX8JKPcyU9Q5aeU71UmP3HlpaGhAfvuu2+e/S4Jyg+APPIT5axxENtbX1V+6B4cpYZJlZD/dk0zyPkCp556Kk466aTYbW+mNYBh1/zY2N505wdBlMpP0H4jKuUnTJqlGshWVFQgldobJU1Z15uaMPmWW/K/C0mAZPITlfIjb2kSJaKyvdFzPfmBD3iQNLgoP6qKm4RZ0zgRByHo77Y323xEOfjnMHLkSBx33HHKhrqUXuWobaVhbG9e+YkfqnISZZ0MU4/iKgNhlB9X8lNK5accbW+665eL7S2VSuVN3rDPralJvWHznDm9vwcAJT+pVKqgXLk+Q4EkkB/T2DHI5sgy+pLtrbxz3wcRxZqfcmfkJvRX5ac/2N44RB3tLWjeoyY/QWagy4H8hFF+RHTE/qL8JHEAUcw1P3QrAK6OBrGGmhCl8hOF7c3l3qK0vVEUuxxqB+I64iMQggBRRGV7i5P82K75MSk/UZOfch9nJrcH7aeIYs1PEjvUKBFHpfPkR49i2d44VFRU5Ba97ti5E/iv/3JOI4qZ1qjfRZCBnQigEmdnGxZBlR8A6OjoAKDv5IsFVZ6TsOYnTqTT6ZwtyXR/cv4/+tGP4r333sOkSZMK0uQg9lSRj5HLkFd++GPDkJ9SDmTp5E3ec7MhPgIRrAGi1x42bFhexLakkJ+olB96b0H7L09+PGJDFJuclnuhNCEO21vUlToq21tSIvgVy/bGYfANN2DWnkWvQ6+7Dhg61LnDi+L9JsH2NnPmTIwfPx6HHnpo6OvHhaDKDwDs3r0bQLLJTxgVsRzID9B7Xz09Pc7Kz5FHHonp06dbK1wc+UmlUsqJvSgQZZqlXvOjUp5s8lLKgazS9jZ3rltCc+eGIj/7778/hg8fjilTpuDkk0/Gfffdl/ut3MiPSfkZO3YsjjvuuFB5jVI1LTU8+UkYvPJjhre9FR8ls701NWHgNdfkfxdgxi9q5SdKguyS1vDhw3HssceGvnacCKP8CPKThIAOqvcSphyUG/kxBTzg8s9950J+uOdbDsqP3+fHHkoL1rx59sqPOD4Exo4diyuvvDL3OehzGD9+fKh86BAV+UmlUqH35YtjMqJU8OQnYQhDfoYMGYJUKoUhQ4bEl8EEwJOf4qMktjfTolfAmgCFma0XSILyUw445JBDsGXLlrxNnXXPnz7X9vZ2AMlQfmzIW19Wfuj/MlwHQTbkZ8iQIRg0aBBGjBiR+278+PFYtWpV3ndhEdean1IoP2HSTAr5yXtuoj23IUDz54fe90eG6zP58pe/jPfffz9WJT7oPj9xvFOv/HjEhjC2t8GDB+OSSy5J9HqAKBA3+UmS7S0p5Edcu2jKj+2iV8CqA4zi/cYV8KCvkZ9jjz22QJ3S1Vmx03pPTw927twJIBnkJ441P6r0kwZus2EK10GQKh0R4ALoHRB//etfz6tnX/jCF9Dd3R1peUjCmp+gfZit7a1syQ9gR4BiID4ybJ7JRz/6UXz0ox+NNR+2yk8qFf1edNw16P/ljL7V6/YBuLB3rhHfd999MXTo0HgylxDEseanHJSfUjY44toiVGiseXFd9GoR9SeKjj6ugAd9oSMxwfT8xQZ8O3bsAJA825vN32HSTBpMys+wYcMA9NowbUDX8QC96mBtbS2OP/74vOOqq6sLJhmiJsJR1jv6fFxsb0kIeKBLN26I+i0G7AVobOwlOBxiJD5JrJ+25AcIHqrbFn1pws4rPwlDmFDX/QVx3G85kJ8k2N5UnyNFDItek6j8jBo1Ku//vgzToKK6uhq7du1CW1tb7nOpEYfyk8TBFQcT+dl3331x2WWXWZMfkZZQjk877TQMGTKkJCHNo7SbFtv2Znv9pCs/Itqb9plxClDMik8S66cL+Yl7vNCXxpzlT9/6GIKs+elviKOBimJNiCo9l99kJC3am+pzpHBdxGpxfBRlJupZtcmTJ+PKK68MvQi1HGCr/CSV/Ki+DzPDnuTZU5PtDQDGjBnj9J5klaRUeznFtean1Pv8lKPtzXjvQgFKpYpudUvK+CpJys/QoUNRXV2N0aNHR552seGVn4TBKz9mlMOaH7lRr6yszPnbvfJjQAyLXqN4jnG8C5eZ83KGjfID7CU/Sba99SflJ44oa0BpN+lNwpqfJAU8kC2JxYCo31blq7ExdtIjkMT6aRvwAIh/vFBbW4srr7wyEe1zWHjykzCEifbWX1COa34qKio8+XFBxIteo1Z+kjxrn0TYKj/lsMlpGPUmiYMrDnFEIgy6PiZqxLXmp9QBD8KQn2LDWvkpIZJSP5Ok/AD5m6WWMzz5SRhc7EX9lfzErfzERX4EypH8FNX2JqAjQI4WiCSu+elPsCU/AkkgP6oyE9XC8iS32za2N1ckhfzEpfwUI+CB7fXLgfzUtbRgZnMz0NFRNGXHhCTWz6Dkx/dRenjyk0DQcIV+zU8hysH2JqdBbR7lSH6KrvwIRLToNYoyk5R3UY6wtb0JJMFWEYfyo0o/aYhT+UmlUn1G+Sm17S0KUl6Kcjjljjuwf3Nz74cAm1bHhSSSHzEWBEpve+tL8E8ngbCtgFHOYJUTyl35KUVUoLAoGfkBIln0GsX7LYaloK+iHJUf1TvuD8qP2C4hym0T4lhHFARR3pu3vQVAUxP2v/nm/O8styyIG0msn/JeWDr4PsoeXvlJIGhIUL/mpxBxzGjETX7KXfkpie2NIuSiV6/8lBblTn7625qfc845B8cffzz222+/yNJMCvk57bTTMH36dEyYMCF0WsW2venIT1nY3nR7uCVAAUpi/aTkx9Te+D7KHp78JBC2FTAplbPYiKOBijpNOY2gMzJJ8fCWVPmJAH7NT2nhantLMvnpD9HeBgwYgIkTJ0aapnhWpYz0BvQS7UmTJkWSVlAinAT3QtHJj83m1UUiQC7Pp9Sg5McEr/zYw/fgCYTtQK2/Kj9J6Dhc0gOCN0pRrS8ICx2ZKwdEUWY8+QkOV+WnXNb8hLG99bcylBTlJ0pEseYnqn1+ghLxoowfbIiPQBEscKp7TuLkhHAB2cD3UfbwTyeBcFV+klJJi4VyCHUtz24Gtb2lUikMGzYMVVVVGDBgQOh8BYXOxlcOiKLMeEtBcJS77Y2iPyg/cSApyk+UCBrBLm7bm0taRWnL5s6N93hHqO45ifXTRflJyhrhckDfaYX6ELztTY+4lZ8o0pwyZQoGDhyIXbt2AQgnR3/lK19BV1dXSQeEcp7LbQATxYy7txQER1+yvUXV/vS3MuSVH/68oORHPo9en0YIc0kzNsybZ6/8iONjRDkpP0Ftb36CTg//dBIIb3vToxxsbwMGDMDJJ5+c+xxm4DxkyBCMHDkydJ7CoNzJj1/zU1qUo+3NZp8fr/zYoy+SH2Dveyz2Pj868pPNZq3PL0o5FBE7bRAwoqcL+oPy4/soPfzTSSBsK6APdR0d4mg0pk2bhsMOOwz77rsvRo8enfu+HN9XudveoujUfMcSHC7KTzqdTkT5slF7PPmxR1+0vQHB7GNxKD+UfCWO/AB2BKgIxAewu+ek1M+ga36Skv+kwvfgCYRXfvSIw9cax0LkdDqNz33uc7j00ksDr/lJCrzy45WfMHBRfpJgeQPsCE+YgAfl2A6EQV9VfoJsCBvHhqT0t0SSH0BPgIpEfAA75Scp+MhHPgLAbl8q30fZo7xGMP0Efs2PHuWw5kdGuQ96yp38RPH8fccSHC7kJwmWN8BuXYBXfuzRV8lPMW1vuvJDP9us+SnZ5KkgOHQNUBGJD1Bea35OPfVUjBkzBlOnTjUe6wMe2KO8RjD9BLYdan9VfsphzY8u/XJ8X+Vue4vi/Zb7OywlXGxvXvnpm+irtreqqip0dXU5kfYoyoHuvMQqPwKC6Myd2xvcoEjEZ8CAAWhvb8eUKVPY35NYP2tra3HcccdZHesn6OzRt1qhPgLbSufJT/mQnyQ2qi6Q85yU2XlbeOWntDA9/6qqKqRSKWSz2cSTn6gssv2tDPVV5ee0007D1q1bMXz4cOtzotjnJyz5sUknVjQ2FlXtAYBLLrkEr776Ko4++mj293Lvp/0EnT08+UkgXMlPf0McgR7ibjTKvVEqd9ubX/NTWpgGFalUCjU1Ndi9e3fiyY+P9hYMfVX5+djHPuZ8Thy2N4pE295KiBEjRuDEE09U/l7u9dP3UfbwTyeB8LY3PeK4b6/86FHutrconr+P9hYcNs9fkJ6kqIo2yo+3vdmjryo/QRC0HNge62J7820Zj3Ksnz7amz18qU8gbAutD3UdHTz50aMvKT9RbHLqBwxusCn/IuhBUpQf1Tv2yk8wePKzF3Hs80OR+DU/CUW5108/QWeP8hrB9BO4Kj/9DXE02nE3euVue5PLZLkNYKJWfsrxHZYSVVVVSKfTqKioKBvy45WfaNFXbW9BEIXy48lP9Cj3+ukn6OzhW6EEwgc80CPuNT9xKz/l2CjR/FdUVJTdPfg1P6VFTU0NPve5z+UCG3AoR9ubV37s4ZWfvYh7zY8nP8FQ7vXTT9DZw5OfBMKv+dHDr/kpPmiey3Hm1kd7Kz0OPfRQ7e/lovwE2dTSlH5/gCc/exG37c0m4EHY6/dFlHs/7fsoe/ink0B45UePuMmPt70Vgua/HMlPFM/f+6njRW1tLYD8DU9LCZPyE6QclfvgKgwGDBgAABg4cGCJc1J6eNtb8lGOz8UHPLBH+Y1i+gFcyU9/Q7nb3srxvfUl5ccHPEgmjjrqKOzevRuHH354qbMCQF1Pwyg/5W5/DYMZM2Zg+PDhgUJD9zWkUimkUr37WgXd50cHT36Codz7aT9BZ4/yG8X0A3jbmx4+2lvxUe7kJ+o1P+X4DpOOCRMm4POf/3yps5GDV36ixeDBg3HMMceUOhuJgSA/cSg/fp+fYCj3+un7KHt4aphA2Bba/h7qOq5ob3GQH297Ky2ijPYmZm09+jbiWPNT7oMrj+gQtv+OyvbmFYK9KPf66ZUfe/ink0B425se5bjmp9wbVa/87J1V851K/4CqzIQdNPoZdw8gGPnxa37iRbn30175sYfvxRMIb3vToxzX/JS78lPu5CfKNT+e/PQPmNb8hJ2xL8d2wCM6BCkHUZIfm3T6M8rxufh1qfZwfjqtra0466yzMH78eKRSKdx///3KYy+99FKkUin89Kc/zfu+o6MDV1xxBUaPHo1Bgwbh7LPPxpo1a1yz0mfho73pEbfy49f8FKLcbW9e+fFwhWnNjw917REGUSo/TS1NSM9LoxWtAICHdz6M9Lw0mlqajGn5crgXfamf9v2UHs5PZ+fOnZg2bRp+/vOfa4+7//778cwzz2D8+PEFv1155ZW47777cPfdd+OJJ55AW1sbzjzzTPT09Lhmp0/CVfnpb/C2t+KjLyk/QZ//yJEjccABB+DII4+MKlseCYZpzY9XfjzCIKpy0NTShDnNc5BFFktSS/Bb/BYPtz+MLLKY0zxHSYB8OSxEuffT3vZmD+dRzOmnn47TTz9de8zatWtx+eWX49FHH8WnPvWpvN+2bduGm2++Gbfffjtmz54NALjjjjswceJELFy4EKeeeqprlvocvPKjRzkqP972VlpEFfDgH//xH6PKkkfCEZfy01/bbY98zFi0CMc/9hg2bt4M/OxnVudw5XBu89y8Y1ZgRd7nuc1z0VjfWJDW5MmTMX78eB96nKDc66RXfuwR+dPJZDK44IIL8J3vfAeHHXZYwe8vvPACurq6cMopp+S+Gz9+PA4//HA8+eSTbJodHR3Yvn173r++DE9+9ChHclLuM0re9ubR3xBHtDealh+c9GM0NeGExx5DCsA+N94INKntaRRcmZzXME86KP/j/Jnz2bSGDh2KSy65BNOnT7fOdl9HuffTQvkpx7wXG5G3vj/+8Y9RWVmJf/3Xf2V/X79+PaqrqzFixIi878eOHYv169ez5/zoRz/CsGHDcv8mTpwYdbYTBdtOsb92nnGQPtFoVFRUePLDoC8pP/213ni4QVVPw7Y//XXSymMPmpqAOXPyv5szx4oAcf1IY30jTppyEnv87ANm44d1Pwye136Mcqyffl2qPSJ9Qi+88AL++7//G7feeqtzwdFt9nXVVVdh27ZtuX+rV6+OIruJhVd+9IjjvgcPHoyjjz4adXV1kaVJUe7KQ7mTn3J//h7Fh2rCYuDAgXn/B03Xl8N+CI74CFgSIAFRfppamrBoxSL2mIXvLsS/t/67czb7K8p9krK/7v0YBJGSn8cffxwbNmzApEmTUFlZicrKSrz33nv41re+hcmTJwMAxo0bh87OTmzZsiXv3A0bNmDs2LFsujU1NRg6dGjev74MH+pajzjuO5VK4VOf+hTq6+sjS1NOn/u7XFDutrdyf/4exYeKMI8bNw7nnXcezjnnnFDp+3LYz6AjPgIGAsSVGXnNT0GSSwzX9Mih3PsJr/zYI9IndMEFF+CVV17B0qVLc//Gjx+P73znO3j00UcBAEcddRSqqqqwYMGC3Hnvv/8+Xn31VcyYMSPK7JQtvPKjRznObpS78uCVH4/+Bl3Ag6lTp2L06NGh0vXlsB/BhvgIaAiQzZqf2QfMzvtcsCbIQ4lyJz9h1yP2JziPYtra2vDOO+/kPq9YsQJLly7FyJEjMWnSJIwaNSrv+KqqKowbNw4HH3wwAGDYsGG4+OKL8a1vfQujRo3CyJEj8e1vfxtHHHFELvpbf4cPda1HOQ4eyn3NSbmTn3Lv1DyKj7jKTDm2Xx4hMVevzrDHNxZGaFOt+QF6FaD5M+fjh3U/RFNLE+Y2z8W8hnlspDcPHuXeT9TU1ADoHXd76OE8inn++ecxc+bM3OdvfvObAIALL7wQt956q1UaN9xwAyorK3Heeeehvb0dJ510Em699da8GOX9GV750aMc77fcG9Vyt735EKAeroirnvbXdrtfY948e+VHHG8ALT+N9Y15JEf+7GGHcu+nR44ciZNPPhkjR44sdVYSD+dRTENDA7LZrPXxK1euLPiutrYWN954I2688UbXy/cLePKjh7e9FR9e+fHob/DKj0dkECqODQGaP59VfQDfjhUT5fp8jz/++FJnoSzgp0ATiGnTpgEA9tlnH+1x/XUGuxwHD+XeaZU7+Sl38ulRfMRNfvpr+91v0djYS2x00BAfoPz7kaTDP9/+g/IbxfQDTJo0Cf/6r/+KIUOGaI8rRxIQBcrxvsu9US1321u5P3+P4iPuMuPLYT+ETgEyEB/Al5m44fuJ/oPyG8X0E9h4NsuRBESBcrzvclce+pLy42fcPWzg1/x4xAKOAFkQHxm+/EQPT376D/wooIwxePBgAMCgQYNKnJPiohzX/JR7o0rzXI6RZMr9+XsUH3FNWHjy45GzwKVSTsTHt2Pxwj/f/oPym8L1yOHggw/Gl770JUyYMKHUWSkqynHwUO6Narnb3spdefMoPnzAA49Y0dgYSu3x5Sde+Ofbt1F+oxiPHCoqKnDQQQeVOhtFRzk2SuU++C5321sqlUJdSwtmNjejJ5u1CiXr0b/hyY9H0uDJT7zwz7f/wNvePMoOY8aMQVVVFfbbb79SZ8Ua5d6oljv5GXTDDZjV3IwUgMr585U7qHt4CHjy45Fk+PITPcq9n/awR/mNYjz6PYYPH47vfve7ZTUIL3flp6xtb01NGHTNNfnficXGjrYTj/6DuOtpObYDHqWFLzPxwpOf/oMyG8V4ePSi3Bbdl3ujWrbKT1OTemNBT4A8NPD7/HgkDeXejyQd/pn+//buPiyqMv8f+HuQB3kcEJCBRKA0RUVMWF0shdJgIUxiK80tIbK0BdMsK0sExV3Z0jRtLa1E04q1Ui4r13wC1EQSBDMlHyEsYclSngRR5v7+4W/Oj5FhZGCGgZn367rmynPOPWfuOX0Gzpv7zH3MB3/6EnWBnv5Lq0eGH23BR2XhQl4CRxrxsjfqbnr675GehMfXtDH8EHWBnn7Zm1KplP7dI8JPe4KPCgMQacDwQ90Z60f/GC7NB8MPURfo6T9Ue1z4SUkxbHsyebzPD3U3Pf33SHfH42s+GH6IuoC1tTVkMhlsbW2N3ZUOaXki2KtXLyP2pJ10ncqaU1/TLQx18sPwQx3FmjEshh/z0QP+hEvU89na2mLKlCmwsbExdlc6xM3NDaNHj4a9vX3P+KWgmsSgPZe+6XCHdTIvMpkMQgiD1HyP+BxRt8X60T+GH/PB8EPURQYNGmTsLnRKZGSksbugm/YEIAYf0sIQ4YcjP9RRPDnvOjy+po2XvRGR6UpOvhlwNGHwodswRFDhVNfUUQw/hsXjaz7405eITJumAMTgQ+1gyMvdeHJFHcH6MRyGH/PBy96IyPSpgk5Kys3JDRh8qB3G5uRg3N69qKmrA5Yt08s+efJK+sD60T+GH/PBkR8iMg/JyYBSyeBD7ZOWhtC9eyEDIF++XG/3gmL4oc5g3RgOw4/5YPghIiJqSdNNcvV0M1yGH+oM1o/hMPyYD4YfIiIiFU3BR0VPAQjgyRV1DMNP1+DxNW0MP0RERID24KPSyQDEk1fSB9aP/nHkx3xwwgMiIqL2BB8VVbsOfH9sxNdfIyErC79WVACjR+v8fDJvDM+Gw/BjPjjyQ0RElJJi2PYAkJaGoKwsyAD0W7dOb5fQkflg+DEchh/zwfBDRES0aJFh2xtwEgUyHzwpNxyGH/PB8ENERKTpZrht0fUmuV00iQKZD56cGxaPr2lj+CEiIgLaF4D0GXxUGIConXjZm+HwmJoPhh8iIiIVbQHIEMFHhQGI2oHhx3B42Zv5YPghIiJqSVMA0jX4AF0ziQKZFYYfw2H4MR8mPdV1c3Mzrl+/buxuEHWYlZUVevXqZexuEJkfVdBJSbk5uUEHprXGokXtH/lRtScio2D4MR8mGX6EEKisrMSVK1eM3RWiTnN2doZCoeAPY6KulpzcsdDT8vlA+wJQR0aWyOxw5MfweGxNn0mGH1Xw6du3L+zs7FjI1CMJIXD16lVUVVUBADw9PY3cIyLSWXsCEIMPtRPDj+Hw2JoPkws/zc3NUvBxdXU1dneIOsXW1hYAUFVVhb59+/ISOKKeSFsAYvAhHfAE3XB4bM2HyU14oPqOj52dnZF7QqQfqlrm99eIejB9TaJABJ6gGwLDj/kwuZEfFRYvmQrWMpGJ0MckCmTWeIJuODKZDONyc3F/Tg4gBD+fJszkRn70Li0NsLDg/ReIiKjzkpMBpZInVtQhDD2G47BiBR7IyYEM4H23TBzDjzaqG9QJYZIfBF9fX6xcuVJalslkyMrK6vJ+pKamYsSIEV3+ul0lJycHMpmMsw8SEVGncOTHQNLS4LRsmfo6Ezzvo5sYftqi6c7cJv5BqKioQGRkZLvamnpgISIi6q4YfvRI0/meiomf95krk/3OT6fc7oMAdJtLFpqammBtba2XfSkUCr3sh4iIiPSPIz96pu18T6WbnfdR53Hk51bt/SAY4C8BYWFhSEpKQlJSEpydneHq6ooFCxZACCG18fX1xZIlSxAfHw+5XI5nn30WAHDo0CGMGzcOtra28Pb2xgsvvID6+nrpeVVVVZg4cSJsbW3h5+eHTz75pNXr33rZ2y+//IIpU6agT58+sLe3R3BwMPLz87FhwwYsWrQIx44dg0wmg0wmw4YNGwAA1dXVeO6559C3b184OTnhgQcewLFjx9ReJz09HR4eHnB0dMQzzzyDxsZGrcelubkZzzzzDPz8/GBra4tBgwbhnXfeUWsTHx+PmJgYLFu2DJ6ennB1dUViYqLaDGmXL1/GtGnT4OLiAjs7O0RGRuLMmTPS9g0bNsDZ2Rlff/01Bg0aBDs7Ozz66KOor6/Hxo0b4evrCxcXF8yaNQvNzc3S8zZv3ozg4GA4OjpCoVBg6tSp0r15blVfXw8nJyd88cUXauu/+uor2Nvbo7a2VuuxICIi88Xwo0ftOd9T4QiQSWH4aakbfBA2btwIS0tL5OfnY9WqVVixYgU+/PBDtTZvvfUWhg0bhsLCQiQnJ+P48eOIiIhAbGwsfvjhB/znP//BwYMHkZSUJD0nPj4eZWVl2LdvH7744gusWbOmzRN0AKirq0NoaCguXryI7du349ixY3jllVegVCoxefJkvPTSSxg6dCgqKipQUVGByZMnQwiBhx56CJWVldixYwcKCwsxcuRIjB8/Hn/88QcAYMuWLUhJScE//vEPFBQUwNPTE2vWrNF6TJRKJfr164ctW7bg5MmTWLhwIV5//XVs2bJFrV12djbOnTuH7OxsbNy4ERs2bJBCmeoYFBQUYPv27cjLy4MQAlFRUWoB6erVq1i1ahUyMzOxc+dO5OTkIDY2Fjt27MCOHTuwadMmrFu3Ti28NDU1IS0tDceOHUNWVhZKS0sRHx+v8b3Y29tjypQpyMjIUFufkZGBRx99FI6OjlqPBRERmS+GHz1KSTFse+q+RA9UXV0tAIjq6upW2xoaGsTJkydFQ0OD7juWyYS4Ob1B+x4ymR7ezf8XGhoq/P39hVKplNa9+uqrwt/fX1r28fERMTExas976qmnxHPPPae27sCBA8LCwkI0NDSIU6dOCQDi8OHD0vaSkhIBQKxYsUJaB0Bs27ZNCCHE2rVrhaOjo/j999819jUlJUUEBgaqrdu7d69wcnISjY2NauvvuususXbtWiGEECEhIWLmzJlq20ePHt1qX7fz97//Xfz1r3+VluPi4oSPj4+4ceOGtO6xxx4TkydPFkIIcfr0aQFAfPfdd9L2S5cuCVtbW7FlyxYhhBAZGRkCgDh79qzUZsaMGcLOzk7U1tZK6yIiIsSMGTPa7Nv3338vAEjPyc7OFgDE5cuXhRBC5Ofni169eolff/1VCCHEb7/9JqysrEROTo7G/XWqpomIyGSsWrVKpKSkiF27dhm7Kz3f4sW6nfMtXmzsHpMW2rLBrTjy09KiRYZt3w5//vOf1f6iExISgjNnzqhdZhUcHKz2nMLCQmzYsAEODg7SIyIiAkqlEqWlpSgpKYGlpaXa8wYPHgxnZ+c2+1FcXIx77rkHffr0aXffCwsLUVdXB1dXV7W+lJaW4ty5cwCAkpIShISEqD3v1mVN3n//fQQHB8Pd3R0ODg744IMPUF5ertZm6NCh6NWrl7Ts6ekpjW6pjsHo0aOl7a6urhg0aBBKSkqkdXZ2drjrrrukZQ8PD/j6+sLBwUFtXctRs6KiIkyaNAk+Pj5wdHREWFgYALTqn8qoUaMwdOhQfPzxxwCATZs2oX///hg3btxtjwMREZkvjvzokaYbD7eFNyQ2KZzwoCVVYbfn0jcjfhDs7e3VlpVKJWbMmIEXXnihVdv+/fvj1KlTAHT7YWlra6tzv5RKJTw9PZGTk9Nqm7agdTtbtmzBiy++iOXLlyMkJASOjo546623kJ+fr9bOyspKbVkmk0GpVAKA2vemWhJCqB0XTfvQtt/6+nqEh4cjPDwcmzdvhru7O8rLyxEREYGmpqY239P06dPx7rvv4rXXXkNGRgaefvpp/jIjIiKtGH70rD3nfQw+Jofh51ZG/iAcPny41fLAgQPVRjRuNXLkSJw4cQIDBgzQuN3f3x83btxAQUEBRo0aBQA4deqU1vvODB8+HB9++CH++OMPjaM/1tbWaqNRqn5UVlbC0tISvr6+bfbl8OHDmDZtmtp71ObAgQMYM2YM/v73v0vrVCNJ7TVkyBDcuHED+fn5GDNmDADg999/x+nTp+Hv76/Tvlr66aefcOnSJaSnp8Pb2xsAUFBQcNvnPfnkk3jllVewatUqnDhxAnFxcR3uAxERmReGHz3Sdt7H4GOSeNmbJtqGQg38Qbhw4QLmzp2LU6dO4bPPPsPq1asxe/Zsrc959dVXkZeXh8TERBQXF+PMmTPYvn07Zs2aBQAYNGgQ/vKXv+DZZ59Ffn4+CgsLMX36dK2jO0888QQUCgViYmLw3Xff4fz58/jyyy+Rl5cH4Oasc6WlpSguLsalS5dw7do1TJgwASEhIYiJicG3336LsrIyHDp0CAsWLJACwezZs7F+/XqsX78ep0+fRkpKCk6cOKH1/Q0YMAAFBQX49ttvcfr0aSQnJ+PIkSO6HFYMHDgQkyZNwrPPPouDBw/i2LFjePLJJ3HHHXdg0qRJOu2rpf79+8Pa2hqrV6/G+fPnsX37dqS1YyIMFxcXxMbGYt68eQgPD0e/fv063AciIjIPHPkxEE3nfQw+Jovhpy1G+iBMmzYNDQ0NGDVqFBITEzFr1iw899xzWp8zfPhw5Obm4syZMxg7dizuueceJCcnw9PTU2qTkZEBb29vhIaGIjY2VpqOui3W1tbYtWsX+vbti6ioKAQEBCA9PV0agfrrX/+Kv/zlL7j//vvh7u6Ozz77DDKZDDt27MC4ceOQkJCAu+++G1OmTEFZWRk8PDwAAJMnT8bChQvx6quvIigoCD///DOef/55re9v5syZiI2NxeTJkzF69Gj8/vvvaqNA7ZWRkYGgoCBER0cjJCQEQgjs2LGj1WVtunB3d8eGDRvw+eefY8iQIUhPT8eyW+8S3YZnnnkGTU1NSEhI6PDrExGR+WDoMSDVeZ9MxuBj4mSirS9DdGM1NTWQy+Worq6Gk5OT2rbGxkaUlpbCz88PvXv37vyLpaXdnN5w0SKDfxDCwsIwYsQIrFy50qCvQ93DJ598gtmzZ+PixYtab1Sr95omIqIe6f3330dlZSXCwsKkyXWISHs2uBW/83M7yclM/6RXV69eRWlpKZYuXYoZM2ZoDT5ERES34ggQUcfxsjeiLvbmm29ixIgR8PDwwPz5843dHSIi6iH4nR+izuPITzeiaYpoMj2pqalITU01djeIiKiHYfgh6jyO/BARERH1AAw/RJ3H8ENERERERGaB4YeIiIioB+DID1HnMfwQERER9QAMP0Sdx/BDRERE1AMw/BB1HsOPGSgrK4NMJkNxcbGxu2Iwvr6+vDksERGZBYYfoo5j+CEiIiLqATjyQ9R5DD9tSMtNg8UiCyzZv0RtOS03rcv60NTU1GWvRURERN0bQw9R5zH8aJCWm4aFOQshIJCcnYwJH0+QlhfmLDRYAAoLC0NSUhLmzp0LNzc3PPjggwCAkydPIioqCg4ODvDw8MBTTz2FS5cuSc/buXMn7rvvPjg7O8PV1RXR0dE4d+6cTq+9efNmBAcHw9HREQqFAlOnTkVVVZW0PScnBzKZDHv37kVwcDDs7OwwZswYnDp1Sm0/7733Hu666y5YW1tj0KBB2LRpk9p2mUyGtWvXIjo6GnZ2dvD390deXh7Onj2LsLAw2NvbIyQkRK3/586dw6RJk+Dh4QEHBwf86U9/wp49e9p8LwkJCYiOjlZbd+PGDSgUCqxfv16n40JERNRdBG7fjpRFi3AHf5cRdRjDjwYpOSlqy3tL92rdrk8bN26EpaUlvvvuO6xduxYVFRUIDQ3FiBEjUFBQgJ07d+J///sfHn/8cek59fX1mDt3Lo4cOYK9e/fCwsICjzzyCJRKZbtft6mpCWlpaTh27BiysrJQWlqK+Pj4Vu3eeOMNLF++HAUFBbC0tERCQoK0bdu2bZg9ezZeeukl/Pjjj5gxYwaefvppZGdnq+0jLS0N06ZNQ3FxMQYPHoypU6dixowZmD9/PgoKCgAASUlJUvu6ujpERUVhz549KCoqQkREBCZOnIjy8nKN72X69OnYuXMnKioqpHU7duxAXV2d2nEjIiLqMdLScM+2bZAB6LduHZDWdVeiEJkU0QNVV1cLAKK6urrVtoaGBnHy5EnR0NDQ4f0vzlkskIo2H2m5aZ3pfptCQ0PFiBEj1NYlJyeL8PBwtXUXLlwQAMSpU6c07qeqqkoAEMePHxdCCFFaWioAiKKionb35fvvvxcARG1trRBCiOzsbAFA7NmzR2rzzTffCADSsR4zZox49tln1fbz2GOPiaioKGkZgFiwYIG0nJeXJwCIjz76SFr32Wefid69e2vt35AhQ8Tq1aulZR8fH7FixQq17f/617+k5ZiYGBEfH9+et97t6KOmiYioB1u8WAig9WPxYmP3jKhb0JYNbsWRHw2SQ5Mx3m+8xm0T7pyABeMWGOy1g4OD1ZYLCwuRnZ0NBwcH6TF48GAAkC4NO3fuHKZOnYo777wTTk5O8PPzA4A2R0Y0KSoqwqRJk+Dj4wNHR0eEhYVp3Mfw4cOlf3t6egKAdHlcSUkJ7r33XrX29957L0pKStrch4eHBwAgICBAbV1jYyNqamoA3BzZeuWVVzBkyBA4OzvDwcEBP/30k9b3N336dGRkZEj9++abb9RGqYiIiHqEtDRg4ULN2xYu5AgQkY4sjd2B7igtN63VpW4qe87vwZL9SwwWgOzt7dWWlUolJk6ciH/961+t2qrCx8SJE+Ht7Y0PPvgAXl5eUCqVGDZsWLsnTKivr0d4eDjCw8OxefNmuLu7o7y8HBEREa32YWVlJf1b9cXLlpfX3fplTCFEq3Wa9qFtv/PmzcO3336LZcuWYcCAAbC1tcWjjz6q9f1NmzYNr732GvLy8pCXlwdfX1+MHTv29geDiIiou9AWfFRU25OTDd8fIhPA8KPB7b7TszB7oUFHf1oaOXIkvvzyS/j6+sLSsvX/rt9//x0lJSVYu3atdHJ/8OBBnV7jp59+wqVLl5Ceng5vb28AkL57owt/f38cPHgQ06ZNk9YdOnQI/v7+Ou+rpQMHDiA+Ph6PPPIIgJvfASorK9P6HFdXV8TExCAjIwN5eXl4+umnO9UHIiKiLtWe4KPCAETUbrzsTYNFYYvUlifcOUHrdkNKTEzEH3/8gSeeeALff/89zp8/j127diEhIQHNzc1wcXGBq6sr1q1bh7Nnz2Lfvn2YO3euTq/Rv39/WFtbY/Xq1Th//jy2b9+OtA4Mo8+bNw8bNmzA+++/jzNnzuDtt9/G1q1b8fLLL+u8r5YGDBiArVu3ori4GMeOHcPUqVPbNZnD9OnTsXHjRpSUlCAuLq5TfSAiIupSKTpOrqRreyIzxfCjQXJoMhaHLYYMMqTdn4bdT+2WlheHLUZyaNf9ZcXLywvfffcdmpubERERgWHDhmH27NmQy+WwsLCAhYUFMjMzUVhYiGHDhuHFF1/EW2+9pdNruLu7Y8OGDfj8888xZMgQpKenY9myZTr3NSYmBu+88w7eeustDB06FGvXrkVGRob0/aGOWrFiBVxcXDBmzBhMnDgRERERGDly5G2fN2HCBHh6eiIiIgJeXl6d6gMREVGXWqTjH1p1bU9kpmRCCGHsTuiqpqYGcrkc1dXVcHJyUtvW2NiI0tJS+Pn5oXfv3kbqIXUHV69ehZeXF9avX4/Y2Fhjd6fDWNNERGaqvZe+LV7MS97IrGnLBrfid37I5CiVSlRWVmL58uWQy+V4+OGHjd0lIiIi3akCjbYAxOBDpBOdL3vbv38/Jk6cCC8vL8hkMmRlZUnbrl+/jldffRUBAQGwt7eHl5cXpk2bhosXL6rt49q1a5g1axbc3Nxgb2+Phx9+GL/88kun3wwRcHN67jvuuANbtmzB+vXrNU4UQURE1CMkJ98MOJow+BDpTOfwU19fj8DAQLz77ruttl29ehVHjx5FcnIyjh49iq1bt+L06dOt/vI+Z84cbNu2DZmZmTh48CDq6uoQHR2N5ubmjr8Tov/H19cXQghcuHAB48drvl8TERFRj6EpADH4EHWIzn8Sj4yMRGRkpMZtcrkcu3fvVlu3evVqjBo1CuXl5ejfvz+qq6vx0UcfYdOmTZgw4eYsaps3b4a3tzf27NmDiIiIDrwNIiIiIhOmCjopKTcnN2DwIeoQg8/2Vl1dDZlMBmdnZwBAYWEhrl+/jvDwcKmNl5cXhg0bhkOHDmncx7Vr11BTU6P2ICIiIjIrycmAUsngQ9QJBg0/jY2NeO211zB16lRp5oXKykpYW1vDxcVFra2HhwcqKys17mfp0qWQy+XSQ3UjTm164CR2RBqxlomIiIj0w2Dh5/r165gyZQqUSiXWrFlz2/ZCCMhkMo3b5s+fj+rqaulx4cKFNvdjZWUF4Ob3j4hMgaqWVbVNRERERB1jkGmwrl+/jscffxylpaXYt2+f2nzbCoUCTU1NuHz5stroT1VVFcaMGaNxfzY2NrCxsWnXa/fq1QvOzs6oqqoCANjZ2bUZqoi6MyEErl69iqqqKjg7O6NXr17G7hIRERFRj6b38KMKPmfOnEF2djZcXV3VtgcFBcHKygq7d+/G448/DgCoqKjAjz/+iDfffFMvfVAoFAAgBSCinszZ2VmqaSIiIiLqOJ3DT11dHc6ePSstl5aWori4GH369IGXlxceffRRHD16FF9//TWam5ul7/H06dMH1tbWkMvleOaZZ/DSSy/B1dUVffr0wcsvv4yAgABp9rfOkslk8PT0RN++fXH9+nW97JPIGKysrDjiQ0RERKQnMqHjt6lzcnJw//33t1ofFxeH1NRU+Pn5aXxednY2wsLCANycCGHevHn49NNP0dDQgPHjx2PNmjXtmsgAAGpqaiCXy1FdXa12SR0REREREZkXXbKBzuGnO2D4ISIiIiIiQLdsYPD7/BAREREREXUHDD9ERERERGQWDDLVtaGprtSrqakxck+IiIiIiMiYVJmgPd/m6ZHhp7a2FgDaPUECERERERGZttraWsjlcq1teuSEB0qlEhcvXoSjo2O3uIFpTU0NvL29ceHCBU7AQO3CmiFdsWZIV6wZ0hVrhjqiO9SNEAK1tbXw8vKChYX2b/X0yJEfCwsL9OvXz9jdaMXJyYk/LEgnrBnSFWuGdMWaIV2xZqgjjF03txvxUeGEB0REREREZBYYfoiIiIiIyCww/OiBjY0NUlJSYGNjY+yuUA/BmiFdsWZIV6wZ0hVrhjqip9VNj5zwgIiIiIiISFcc+SEiIiIiIrPA8ENERERERGaB4YeIiIiIiMwCww8REREREZkFhp9OWrNmDfz8/NC7d28EBQXhwIEDxu4SGcn+/fsxceJEeHl5QSaTISsrS227EAKpqanw8vKCra0twsLCcOLECbU2165dw6xZs+Dm5gZ7e3s8/PDD+OWXX7rwXVBXWrp0Kf70pz/B0dERffv2RUxMDE6dOqXWhnVDLb333nsYPny4dDPBkJAQ/Pe//5W2s17odpYuXQqZTIY5c+ZI61g31FJqaipkMpnaQ6FQSNt7er0w/HTCf/7zH8yZMwdvvPEGioqKMHbsWERGRqK8vNzYXSMjqK+vR2BgIN59912N29988028/fbbePfdd3HkyBEoFAo8+OCDqK2tldrMmTMH27ZtQ2ZmJg4ePIi6ujpER0ejubm5q94GdaHc3FwkJibi8OHD2L17N27cuIHw8HDU19dLbVg31FK/fv2Qnp6OgoICFBQU4IEHHsCkSZOkEw/WC2lz5MgRrFu3DsOHD1dbz7qhWw0dOhQVFRXS4/jx49K2Hl8vgjps1KhRYubMmWrrBg8eLF577TUj9Yi6CwBi27Zt0rJSqRQKhUKkp6dL6xobG4VcLhfvv/++EEKIK1euCCsrK5GZmSm1+fXXX4WFhYXYuXNnl/WdjKeqqkoAELm5uUII1g21j4uLi/jwww9ZL6RVbW2tGDhwoNi9e7cIDQ0Vs2fPFkLw5wy1lpKSIgIDAzVuM4V64chPBzU1NaGwsBDh4eFq68PDw3Ho0CEj9Yq6q9LSUlRWVqrVi42NDUJDQ6V6KSwsxPXr19XaeHl5YdiwYawpM1FdXQ0A6NOnDwDWDWnX3NyMzMxM1NfXIyQkhPVCWiUmJuKhhx7ChAkT1NazbkiTM2fOwMvLC35+fpgyZQrOnz8PwDTqxdLYHeipLl26hObmZnh4eKit9/DwQGVlpZF6Rd2VqiY01cvPP/8stbG2toaLi0urNqwp0yeEwNy5c3Hfffdh2LBhAFg3pNnx48cREhKCxsZGODg4YNu2bRgyZIh0UsF6oVtlZmbi6NGjOHLkSKtt/DlDtxo9ejQ+/vhj3H333fjf//6HJUuWYMyYMThx4oRJ1AvDTyfJZDK1ZSFEq3VEKh2pF9aUeUhKSsIPP/yAgwcPttrGuqGWBg0ahOLiYly5cgVffvkl4uLikJubK21nvVBLFy5cwOzZs7Fr1y707t27zXasG1KJjIyU/h0QEICQkBDcdddd2LhxI/785z8D6Nn1wsveOsjNzQ29evVqlWCrqqpapWEi1Swp2upFoVCgqakJly9fbrMNmaZZs2Zh+/btyM7ORr9+/aT1rBvSxNraGgMGDEBwcDCWLl2KwMBAvPPOO6wX0qiwsBBVVVUICgqCpaUlLC0tkZubi1WrVsHS0lL6/866obbY29sjICAAZ86cbNeXSQAAB6hJREFUMYmfMww/HWRtbY2goCDs3r1bbf3u3bsxZswYI/WKuis/Pz8oFAq1emlqakJubq5UL0FBQbCyslJrU1FRgR9//JE1ZaKEEEhKSsLWrVuxb98++Pn5qW1n3VB7CCFw7do11gtpNH78eBw/fhzFxcXSIzg4GH/7299QXFyMO++8k3VDWl27dg0lJSXw9PQ0jZ8zxphlwVRkZmYKKysr8dFHH4mTJ0+KOXPmCHt7e1FWVmbsrpER1NbWiqKiIlFUVCQAiLffflsUFRWJn3/+WQghRHp6upDL5WLr1q3i+PHj4oknnhCenp6ipqZG2sfMmTNFv379xJ49e8TRo0fFAw88IAIDA8WNGzeM9bbIgJ5//nkhl8tFTk6OqKiokB5Xr16V2rBuqKX58+eL/fv3i9LSUvHDDz+I119/XVhYWIhdu3YJIVgv1D4tZ3sTgnVD6l566SWRk5Mjzp8/Lw4fPiyio6OFo6OjdH7b0+uF4aeT/v3vfwsfHx9hbW0tRo4cKU1RS+YnOztbAGj1iIuLE0LcnB4yJSVFKBQKYWNjI8aNGyeOHz+uto+GhgaRlJQk+vTpI2xtbUV0dLQoLy83wruhrqCpXgCIjIwMqQ3rhlpKSEiQfue4u7uL8ePHS8FHCNYLtc+t4Yd1Qy1NnjxZeHp6CisrK+Hl5SViY2PFiRMnpO09vV5kQghhnDEnIiIiIiKirsPv/BARERERkVlg+CEiIiIiIrPA8ENERERERGaB4YeIiIiIiMwCww8REREREZkFhh8iIiIiIjILDD9ERERERGQWGH6IiMgsxMfHIyYmxtjdICIiI2L4ISIiIiIis8DwQ0REREREZoHhh4iI9O6LL75AQEAAbG1t4erqigkTJqC+vh5HjhzBgw8+CDc3N8jlcoSGhuLo0aNqz5XJZFi7di2io6NhZ2cHf39/5OXl4ezZswgLC4O9vT1CQkJw7tw56TmpqakYMWIE1q5dC29vb9jZ2eGxxx7DlStX2uyjEAJvvvkm7rzzTtja2iIwMBBffPGFtP3y5cv429/+Bnd3d9ja2mLgwIHIyMjQ+7EiIqKuw/BDRER6VVFRgSeeeAIJCQkoKSlBTk4OYmNjIYRAbW0t4uLicODAARw+fBgDBw5EVFQUamtr1faRlpaGadOmobi4GIMHD8bUqVMxY8YMzJ8/HwUFBQCApKQkteecPXsWW7ZswVdffYWdO3eiuLgYiYmJbfZzwYIFyMjIwHvvvYcTJ07gxRdfxJNPPonc3FwAQHJyMk6ePIn//ve/KCkpwXvvvQc3Nzc9Hy0iIupKMiGEMHYniIjIdBw9ehRBQUEoKyuDj4+P1rbNzc1wcXHBp59+iujoaAA3R34WLFiAtLQ0AMDhw4cREhKCjz76CAkJCQCAzMxMPP3002hoaABwc+RnyZIlKCsrQ79+/QAAO3fuxEMPPYRff/0VCoUC8fHxuHLlCrKyslBfXw83Nzfs27cPISEhUn+mT5+Oq1ev4tNPP8XDDz8MNzc3rF+/Xu/HiIiIjIMjP0REpFeBgYEYP348AgIC8Nhjj+GDDz7A5cuXAQBVVVWYOXMm7r77bsjlcsjlctTV1aG8vFxtH8OHD5f+7eHhAQAICAhQW9fY2IiamhppXf/+/aXgAwAhISFQKpU4depUqz6ePHkSjY2NePDBB+Hg4CA9Pv74Y+lyuueffx6ZmZkYMWIEXnnlFRw6dEgPR4eIiIzJ0tgdICIi09KrVy/s3r0bhw4dwq5du7B69Wq88cYbyM/PR2JiIn777TesXLkSPj4+sLGxQUhICJqamtT2YWVlJf1bJpO1uU6pVLbZD1Ub1X9bUj3vm2++wR133KG2zcbGBgAQGRmJn3/+Gd988w327NmD8ePHIzExEcuWLWv3sSAiou6FIz9ERKR3MpkM9957LxYtWoSioiJYW1tj27ZtOHDgAF544QVERUVh6NChsLGxwaVLl/TymuXl5bh48aK0nJeXBwsLC9x9992t2g4ZMgQ2NjYoLy/HgAED1B7e3t5SO3d3d8THx2Pz5s1YuXIl1q1bp5e+EhGRcXDkh4iI9Co/Px979+5FeHg4+vbti/z8fPz222/w9/fHgAEDsGnTJgQHB6Ompgbz5s2Dra2tXl63d+/eiIuLw7Jly1BTU4MXXngBjz/+OBQKRau2jo6OePnll/Hiiy9CqVTivvvuQ01NDQ4dOgQHBwfExcVh4cKFCAoKwtChQ3Ht2jV8/fXX8Pf310tfiYjIOBh+iIhIr5ycnLB//36sXLkSNTU18PHxwfLlyxEZGQmFQoHnnnsO99xzD/r3749//vOfePnll/XyugMGDEBsbCyioqLwxx9/ICoqCmvWrGmzfVpaGvr27YulS5fi/PnzcHZ2xsiRI/H6668DAKytrTF//nyUlZXB1tYWY8eORWZmpl76SkRExsHZ3oiIqMdLTU1FVlYWiouLjd0VIiLqxvidHyIiIiIiMgsMP0REREREZBZ42RsREREREZkFjvwQEREREZFZYPghIiIiIiKzwPBDRERERERmgeGHiIiIiIjMAsMPERERERGZBYYfIiIiIiIyCww/RERERERkFhh+iIiIiIjILDD8EBERERGRWfg/EekaoBEBpWUAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "accuracy: 0.92\n",
      "confusion matrix:\n",
      " [[456  39]\n",
      " [  1   4]]\n"
     ]
    }
   ],
   "source": [
    "show_anomalies(X_test[:,0], y_test, anomalies)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "40698ee3-d8f5-4f26-9018-3a3688767ea0",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8cfa077a-3084-495c-8f55-5b1c9b3d22a1",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8a099867-1641-46fc-a89e-da8eba800c1b",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
